{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "executionInfo": {
     "elapsed": 7056,
     "status": "ok",
     "timestamp": 1609243614359,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "jmNzas0td_j0"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from google.colab import drive\n",
    "import padasip as pa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Лабораторная работа 3.5\n",
    "В файле «CorruptedSignal.txt» записаны показания фотоплетизмографа, а в файле «Acceleration.txt» – показания акселерометра (для простоты предположим, что акселерометр – одноосевой). Используя алгоритм адаптивного шумоподавления, скорректированы показания фотоплетизмографа. Для проверки результатов фильтрации в файле «Signal.txt» записан неискаженный сигнал фотоплетизмографа."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "executionInfo": {
     "elapsed": 62872,
     "status": "ok",
     "timestamp": 1609243670199,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "2V8D1fhQeKdA"
   },
   "outputs": [],
   "source": [
    "corrupted = open('/CorruptedSignal.txt').read().split('\\n')\n",
    "acc = open('/Acceleration.txt').read().split('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "executionInfo": {
     "elapsed": 62873,
     "status": "ok",
     "timestamp": 1609243670212,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "IuJDz5ume0_y"
   },
   "outputs": [],
   "source": [
    "x_n = np.array([float(c) for c in corrupted[:-1]]) # удаляем одну пустую строку в конце файла\n",
    "r_n = np.array([float(c) for c in acc[:-5]]) # у сигнала акселерометра на 4 отсчёта больше, чем у сигнала прибора"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "executionInfo": {
     "elapsed": 63271,
     "status": "ok",
     "timestamp": 1609243670616,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "HE3PA5v9feTP"
   },
   "outputs": [],
   "source": [
    "src = open('/Signal.txt').read().split('\\n')\n",
    "d_n = np.array([float(c) for c in src[:-1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "executionInfo": {
     "elapsed": 63271,
     "status": "ok",
     "timestamp": 1609243670620,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "Lk83dL9sfncn"
   },
   "outputs": [],
   "source": [
    "N = len(x_n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 610
    },
    "executionInfo": {
     "elapsed": 64421,
     "status": "ok",
     "timestamp": 1609243671787,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "SNNFQ3EbflrP",
    "outputId": "38066132-18e7-4573-a0b0-aa250c67a079"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9bd7c897b8>"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 10))\n",
    "plt.plot(range(N), d_n)\n",
    "plt.plot(range(N), x_n)\n",
    "plt.legend(['Исходный сигнал', 'Искажённый сигнал'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "executionInfo": {
     "elapsed": 64442,
     "status": "ok",
     "timestamp": 1609243671811,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "nal45wOYENgU"
   },
   "outputs": [],
   "source": [
    "Nf = 20\n",
    "\n",
    "r_x = pa.input_from_history(r_n, Nf)[:-1]\n",
    "x_n = x_n[Nf:] # отсечение первых отсчётов сигнала согласно примеру (Noise Cancellation)\n",
    "\n",
    "lms = pa.filters.FilterLMS(Nf, mu=0.1)\n",
    "y, e_n, w = lms.run(x_n, r_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 610
    },
    "executionInfo": {
     "elapsed": 65532,
     "status": "ok",
     "timestamp": 1609243672923,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "_Rg5kKMzJwCi",
    "outputId": "33b77562-7421-48e9-cf62-b077e24ad8f0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9bd5f72470>"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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boe+EFSgSERGRVevGG2/M9BIuCWpcLSIiImtPOAQDp6BiCzizlEkkIiJr0kptHyMrQzLXh4JEIiIisvYMtUIoaGUSOVwQUpBIRETWltzcXAYHBxUoknmZpsng4CC5ubkJHadyMxEREVl7vGetbdlGcLogrHIzERFZW+rr6+no6KC/vz/TS5EVKjc3l/r6+oSOUZBI5FIxPgSPfBjGh2HjLbDjTiiszfSqRETSY7jN2hY3gCNLmUQiIrLmuFwu1q9fn+llyBqjcjORS4H3HHzrDXD8p9YXp5//JfyfmyHgzfTKZKUITcPBf4KjD8HAmUyvRiR1vnarzMxTHckkUpBIREREZCnKJBJZ64J++KffsnpzvOcn0HgdtL8A33kTPPyn8I5/BsPI9Col0w5+G372sQs/3/q3cO3/ytx6RFI13AZFdeBwRHoSqdxMREREZCnKJBJZ6w79G/h74J0/sAJEAOuugpv/Co79BF75l8yuTzLP3w9PfhY27IN7fg0N18F/fwWmJzO9MpHkDbdbpWag6WYiIiIicVKQSGQtM014/v9AzZ4LAaKo6/4YGl8LP/8LmA5mZn2yMvzqUzA5Bm/6nHWt3PAhK7B4/D8zvTKR5A23QVEkSORQ42oRERGReChIJLKWnXsa+k/A1ffMLSlzOOH6D8GED878KjPrk8zrPgQvfx+u+f+gYov1WPMtUNoMv/n/M7s2kWRNB61AZ/E662enS42rRUREROKgIJHIWvabb0J+Gez8nfmf3/A6yCuxmhXLpenVf7W+QN/40QuPORxwzT3Q8QJ0vJi5tYkky9dhbaPlZo4sZRKJiIiIxEFBIpG1ytcBp34Gl/8PcOXOv4/TBdveAicfhanx5V2fZF44bPWlar4F8opnP7fnXZBdAC/dn5GliaRkuM3aFimTSERERCQRChKJrFXHHwYzDHvvWny/HXfCpF8lZ5eizoMw0gk73jr3udzCyCS855d/XSKp8rVb21mZRAoSiYiIiCwlK9MLELlUjE+G+Oyjx2j3jjMyMcUHX7+ZGzdXpO8FTzwMFVuhfOPi+zXdaJWkHf0P2HZb+tYjK8+xn1gNfbe8af7n6y6H07+A4CjkFCzv2kRSMdwOhgMKa62fHS4IqdxMREREZCnKJBJZJj9+pZPvP9fGgD9I22CAzz5ynHDYTM+LBbxw/gBs/e2l93Vmwbbb4eRjKjm7lJhmpNTsZsgtmn+f2ssBE7pfXdaliaRsuA0Kaq0yM7De55RJJCIiIrIkBYlElsm//KaNrdUFPHzv9Xz8tm2c7B3l8eO96XmxUz8HMxRfkAhg0xthasyadCWXhs4XrZKc+UrNomovs7ZdLy/PmkTs4mu/UGoGkUwiBYlERERElqIgkcgyONQxzOFOH793TQOGYfCW3bU0lObz9SfPYJppyCY68bB1F7328vj2r4vs16lJVpeM07+wynEWKjUD8FRYjX87X1q+dYnYYbgNitdd+Nnp0nQzERERkTgoSCSyDH7wXBt5LidvvawOgCyngz/a18yhDh+/Pj1g74tNBqwm1Ft/GwwjvmMKqqGwDroUDLhkdL0C5Vsgr2Tx/Wov03Uhq0toGka6Lkw2A6txtTKJRERS99J34Xtvg+/eAY//tVW+LiJrioJEImk2MjHFf77axe17ainMdcUef9vl9VQW5PAvvzlv7wu2PgPT47D1zYkdV3uZMokuJd2vQO3epferuxyGWq0+VyKrwWiXVW47s9zM6VJPIhGRVE0H4RefgL7jEBiE//4SvPidTK9KRGymIJFImj1xvI/xqRDvvHrdrMezsxzs21LBc2e9hOxsYN3+GzCc0HBtYsfVXQ7eswoGXApGusHfCzVxBIlifYmUTSSrxHCbtZ1ZbuaIlJvpjreISPJO/RwmhuGOr8I9z8CGm+DnHwfvuUyvTERspCCRSJq92jFMnsvJ7rq5E6Suay7HNz7F8e4R+16w4yBU7QBXXmLH1V1hbdWkeO2LTiur2bP0vtFAkq4LWS2G261t0UWZRADh0PKvR0RkrXj138BTDev3WS0N7vgaOJzwk/+lILzIGqIgkUiaHen0sb22kCzn3H9u1zaXAXCgxaa+ROGw9WW+/srEj40FA5QxsuZ1vwIYUL1r6X3ziqFsI3QqSCSrxGi3tS2sufCYI8vaquRMRCQ5Y4PW0Itdbwdn5D21qB5u/jic/2/oO5bZ9YmIbRQkEkmjUNjkSOcIu+bJIgKoKsxlY6WHAy2D9rzg4BkIjlzICkpEXjGUbVIw4FLQ9QqUb4YcT3z7V+/Shz9ZPUZ7IKcQst0XHotmEql5tYhIco7+hxVo3/O7sx+PTkk998zyr0lE0kJBIpE0OtvvZ3wqtGCQCOC65jKeP+dlcjqc+gt2HrS2dUlkEoHVl0jNq9e+7lfiKzWLKlkPvnZrapTISjfabU1snMkRLTfTNSwikpRDD0DVzrlZyMUNUNxoDU4RkTVBQSKRNDrU4QNgd/3iQaLAZIhDHcOpv2Dni5BdAOWbkju+9nLw91jjo2VtGu21vkTHM9ksqnS99eV6pCN96xKxi793niCR09oqk0hEJHGTAeszZjRr6GJNN1glZ2EbbniKSMYpSCSSRoc7feRnO9lQsXBZzzXryzAM7Ck56zhoffmPfiFKVGyS1Supr0VWpkSaVkeVrLe2ml4iq8Fot9VYdaZY42oFiUREEtZzGMywdTNxPutvgPEh6D2yvOsSkbRQkEgkjQ53+thRW4jTYSy4T4k7m+01hTybapBoasL65ZxM0+qoqu3Wtu9oamuRlas7EgCs3h3/MSVN1nZIQSJZ4UzT6km0ULmZMolERBIXHWoSvZl4sabrrW3rfy3PekQkrRQkEkmT6VCYY10j7FykH1HU3nXFHOnyYaYyPrTnkFUSlEzT6qicAisg0Ksg0ZrVcwhKN0BuYfzHFNaCM1uZRLLyjQ9BaBIKamY/7lRPIhGRpHW9bGVoFtbM/3xRvZV1rL5EImuCgkQiadLSP8b4VGjRfkRRO2qLGJ2YpmNoPPkXjDacTiVIBFZTQgWJ1q7eo9bfcSIcTqsppTKJZKUb7bG2BVWzH3dExjUrk0hEJHFdL1vDTRazPtqXKLQ8axKRtFGQSCRNDndaTasXm2wWtb3Wyuo42uVL/gW7D4Gnysr6SEXVDhg8A1MpBKxkZZocs7KBqnYkfmzpevC22r4kEVuNdlvbBTOJFCQSEUnIxAgMnF641Cyq6UaY8OlGo8gaoCCRSJqc6h0lO8vB+vKFm1ZHba0uwGHA0a6R5F+w59DcsaTJqNxuNSfsP5H6uWRl6T8BmNbfcaJK1luZRKmURIqkm7/X2i7Yk0jlZiIiCel+FTCXDhJFB2L0HUv7kkQkvRQkEkmT84NjrCvJW7RpdVSuy0lzhYdjyQaJpoNWAMCOIFG0FEl3gtae3sgHt2QziSb9MDZg75pE7BTNJJoz3SxSbqZMIhGRxHS9bG2XChKVrrdKe/tPpn9NIpJWChKJpEmbd5zGMnfc+++oLUw+k6j/hNWQNZGJVQspXQ9ZeRcCCrJ29B4FV/6FaWWJKFlvbYda7VyRiL1GeyCnCLLzZz/uUONqEZGkdL0MRQ3gLl98P6cLyjYqSCSyBihIJJIGpmnSNjhGQ2n+0jtHbK8tpGdkgkF/MPEX7Dlsbe0IEjmcULkNeo+kfi5ZWfqOQsVW6+84UdHAkppXy0o22j231Awu9CRS42oRkcR0vQy1e+Pbt3yz2hWIrAEKEomkweDYJGOToYSCRDtqrQbXx7qTyCbqPgQutzXa3A5VO6wgkfrPrC29x6AqiX5EACWN1tarIJGsYKO9cyebgTKJRESSMTFi3RyKN0hUsdXafzqJG54ismIoSCSSBm3eAACNZQlkEtVYE86S6kvUcxiqd4LDpn/SVTshMAj+PnvOJ5nn74PAwIWeUwkIh03CzlwoqFUmkaxsoz1zJ5vBhZ5EyiQSEYmft8Xalm+Ob/+KLdbwk8Ez6VuTiKSdgkQiadA2mHiQqMSdTW1RbuJ9icLhSJDIhqbVUdFsE5WcrR3Rv8sEJ5uZpsk933+RN3/lGaaKGpVJJCuXaYK/Z/5ys1gmkYJEIiJx8561tvFmqldssbbqSySyqilIJJIG0Uyi+pL4g0Rg9SU62uVL7MWGW2Fy1N4gUWVk+lXfcfvOKZmV5GSzx4708PixXk70jPJUv4dw9AOjyEozPgShybmTzYDTA+PWfyiTSEQkfoOR3/nR4RVLKdsIGAoSiaxyChKJpMH5wQDVhbnkuhJrELy1upBzA2MEp0PxH2Rn0+oodxnkl8HAKfvOKZnVdww8VUtPJ5khMDnNZx4+xraaQv7Pe67keKAQx1ifvmjLyjTabW0vyiT6zdlB3vuDVwF45NU2RiZ0/YqIxMV71io1v3hi5EJcedagiwEFiURWMwWJRNKgzTtGQwKlZlEbKz2ETSvIFLeew2BEJpLZqXwzDJy295ySOb1HEy41+/qTZ+jyTfDpO3bwhu1V7N5qpZF3dpxPxwpFUhMLEl3oSTQVCvPJnxylrMADwNPHu/nkj1VGKyISF28LlDUndkzFFmUSiaxyChKJpEGbN0BjApPNojZWWl9kWvr88R/Uc9gK6LjyEn69RZVvUibRWhEOWSNpEyg1C4VNvv9cG2/eVc1VTaUAbN20CYBXj2u8raxAo73WdsZ0s+8+e56TvaPc+0YriH7DhmIeOdzNoF+Td0REluQ9C6VxlppFVWyxbjKGNE1SZLVSkEjEZhNTIXpHgjQkESRaX+4GoKU/gSBR9yF7+xFFlW+2pmEFvPafW5aX9yxMTySUSXS8ewTf+BRv3H6hdKeqrgmAs2db7F6hSOqimUSRnkSD/iBffPwU+7ZU8LqtVnbRNY0FTIVMHnyxI1OrFBFZHSZGYKw//qbVUeVbrCEBQ61pWZYIoWk48h8QHM30StYsBYlEbBZtWp1MuZk7J4vaolzOxJtJNDYAo11QY2M/oqjouFOVnK1+vUetbQKZRM+2DAJwbXNZ7DEj0utlsKeNyemwfesTsYO/D3IKY70znjjRhz84zUfeuAXDaU03q3Q7ubqplH95vo1w2MzkakVEVrbYZLNEy822Wtt+ZR1Lmjz2Z/Dg78N33woTCQ78kbgoSCRis7ZIP6HGMndSxzdXemjpH4tv51jT6jRlEoFKztaCvmNgOC6Mpo3Ds2cH2VDupqow98KD7kpMDIrDXg6eV4aZrDBjfeCuiP34bMsgZe5sdtQWgsMKEhGa4veuaeD8YIADkUCoiIjMIxYkSjCTKFqepkwiSYfffBNe+BZPmpcT6noF87t3WNNNxVYKEonY7Hw0kyiJcjOA5goPLf1+TDOOu9w9h6ytnZPNooobwJmjCRVrQe9R605gnH2rpkNhnj/n5TUzsogAcGZh5pdT5Rjm6VP9aVioSArGBsBTCYBpmjx7dpDXNJdhGAZEMokIT/NbO6spyXfxby+0ZXCxIiIrnDdSWp5oT6K8EnC5waeyXrFZ50uYj/0ZT3Ilf8LHeG/wTwl3HSL86y9kemVrjoJEIjZrGxyjICeLknxXUsc3V3oITIbo9k0svXPPYSish/zSpF5rUQ4nlG1Uudla0Hs0oVKzI10j+IPTXLuhbM5zjoJqNuWN8fRJBYlkhRnrB3c5AK2DAbp9ExeuYceFIFGuy8kt26r47zMDKjmTlWc6SO+hX/GDnz3FXz50mPueUg84yRDvOWtaZHaCmfGGAUX1MKIgkdhr6tCPmDIdfJwP8PAfv46tN76DJ0J7CLz0gDWkRWyjIJGIzTqHJ6grybPuXiehuSKB5tU9h9NTahalCWer3+SYlfKdRD+i18wTJKKgigaXjxM9o/SNxhHIFFku/gvlZtFr+LpoNpzDYZVchqYAuHp9KUOBKc4kMiRAJN0e/Rjm/26k6j/exk3P/T4/e+ksf//YCQ51DGd6ZXIpGmxJvNQsqqhOmURiO//Rx/hNaCt/867X0lCWz8d+ayuHSt6AJ9gH5w9kenlrioJEIjbrHZmguih36R0XsLHSA0DLUs2rJwNWACetQaLNVoBhWuOiV62+E4CZ0GSzZ88OsqnSQ0VBztwnPdUUhax+RC+d1xcXWSFC0zDuBbdVbnagZYCqwjBNbDwAACAASURBVJzYxEjAyiYKW0Gia9Zb2Ze/OafeWrJC9ByB57/BYM0NfGbq3dQaXp7bd4zifBdf+qUyeiUDvGdTCBLVg6/T3vXIpc3XSYn/DK/mXMm+zRf6D1Zd+VbGzBx8z/9LBhe39ihIJGKznpEJqguTDxJVeHIoyM1aunl133Eww+mZbBZVvtl6jWjzQll9+qKTzeILEoXCJgdbvbOmms1SUI1rYoAcp8nL7WoUKCtEINKE2l2OaZo8d3aQ65rLZ2d0Ol1WMAmrZ1x1YS7PK0gkK8WL3wFnDn+X9Uc8lPtWQttuJ+e5r/CnV3t44kQfr7YrKC/LaGLEGgaQbJCosN46XjcZxSZTpx4HINx886zf7W+8bAO/CF9FzumHdb3ZSEEiERtNhcIM+IOzJ0IlyDAMmis8nFkqkyjWtDrN5WagkrPVrPeo1UCyuCmu3du8AQKTIXbVFc2/Q0E1hhnm2mqTl9v0pUVWiLE+a+up5HSfnwH/5NyeWg5nLJPIMAyuXl/K8+cG4xsSIJJOQT+8+gATm9/CT06O8/Yr6nG+8TMQnuYu//0U57v48q+UTSTLKDqZLJVMIoARZROJPXyHH6PLLGX77mtmPV5ZkMvpyt8id3oE88wvM7S6tUdBIhEb9Y8GMU1SKjcDq+RsyZ5EPYchpxCKG1N6rUUpSLT69R6Fym1WT5Y4nO4dBWBTVcH8O3iqALi2copDHcNMhcK2LFMkJWORRuruCg62Whlu12y4qKG/wxXrSQRWX6LekSDnBwPLtUqR+R35EUyO8kjOm5gOm7zr6gYoaYIrfh/Xsf/gfddU8cSJPrqGxzO9UrlU+NqtbXFDcsdHg0TqSyR2CE3j6XyG/zL3ct2m8jlPN171Zrymh+EXf5SBxa1NChKJ2KhnxGrkm0q5GUBzhYe+0SAjE1ML79RzyMoiSrJBdlyy3VC0DvoVJFqVTDMy2Sz+fkSnIxls0d5YcxRUA7CnOMjEVJiTPaMpL1MkZWMD1tZdwaneUdzZThpK82fv47zQkwgu9CVSyZlk3IvfgYptfPVUKdc1l13opbXlTRCe4raic8CFhuwiaRftJxQN9iRKQSKxU+dBckN+usuvIz87a87Tt+5ex0vmFsLtBzOwuLVJQSIRG/VGxtanUm4GxD4gnh9Y4A53aMrKJKq9LKXXiYsmnK1eQ61WM98ErpPTvaPUFuXiyZn7SxiIZRJtzreCSS+3qS+RrAD+SLmZu4LTfaNsrPTMnTDpuNCTCKxAaKk7W82rJbN8HdD1MmPb30mrd5ybtlReeK7hWsjKZd3Qc5TkuzigIJEsF187OHMgf27WRlwKayPnUbmZpM539HFCpkHJzjfM+3xxfjb9hTspmzgP42qFYAcFiURsFMskSrHcrKncugPeOrhA8+r+EzA9sUxBos0wcNrKSpHVpfNFa1t3ZdyHnO7zL1xqBrEgUUnIS0VBDi+pL5GsBGP94MyG3CJO9/rZWDnPNezMmpVJZBgGVzWV8EKrgkSSQZH36WPZOwDYXT+jH5wrFxquxTj7JNc2l/Fsy4B6aMny8HVYY+zjLFWfw5VnBZiiZWsiKRg9+zwtZi3X7dy44D5m3eUATLW/tFzLWtMUJBKxUc/IBNlOByX5rpTOEy2TaPMukEnUGXkDXK5MoqkxGOlK/2uJvToOgisfKuOfbHamz8+mhUrNwPrSkleC4e/lsnXFyiSSlWFsANwV+Man6RsNsrlqnmv4op5EALvri2nzBhYv7RVJp84XweHiubFaDAN2Xjw0oPlm6D/BzXUhunwT6qEly2OkEwrr5n1qKhRmcjqOfoRF9WpcLbYoGDrGaWczzRXuBfcp3/waAAZOPbtcy1rTFCQSsVGvb4LKwpy5ZQ4Jys/OorIgh9aBBTKJul6GnKLkp04konyztVXJ2erTeRBq9loZFPHsPjROcDrMpvm+YM/kqQZ/L5c3ltA6GMA7NmnDYkVSMNYH7nLO9Ecbr89zDTtdEJ6e9dC2Givj6ES3emtJhnS+BNU7eblrnI0VHtwXl/o23wTAjc4jACo5k+Xh67B6Ul5kdGKK27/23/z2V55hOLDE7/6ievUkktSN9lI0PcBgwbZFv1/tbG6kJVzDVNsLy7i4tUtBIhEb9YxMpNy0OqqpzL3wHcOul6F2b3qbVkeVb7G2Axq/u6pMT0L3Iai/Iu5DTkUmm81bqjNTQRWM9rCnvhiAQx0qOZMMG+uPNK22emVtmu8admTNySTaVlMIwPHukbQvUWSOcBi6XsGsvYJDHcPsjrynzlK5A9yVVPQdoKowhwMtA8u/Trm0hKZhtNsqN5thOhTmA//yMqd7Rzk/GOCe771IcDq08HmiQSKVSEoKwl2vAhCq2r3ofjVFuZx0bqLQe3g5lrXmKUgkYqPekSBVKfYjimosy5+/J9F00JpYtRylZgCeSitrSZlEq0vvYQgFE+5HBItMNouKZBJFszXO9i+Q8SayXMYGwF3J6V4/uS4HdcV5c/eZJ5OoujCX4nyXgkSSGYOnYXKU4ZKdDPgn2bOuaO4+Dgds2Idx9ileu6GUZ1sG1ZdI0mu0G8zwnMlmn330OE+f6udv3rqTf3jHbn5zzssnfnxk4fMU1cOkHyZ8aV6wrGW+c9bEsoKmyxfdzzAMfKW7KJ4eUIsMGyhIJGIT0zTp8dmXSdRYlk/faJDA5OwvNfQesZqv1i3+Zmkbw9CEs9WoI9K0uj6RINEo1YW5FOUt0VMrkklUlu+iMDeLln5/CgsVSZFpWtPN3OWxyWYOxzxZlo65QSLDMNhWXaggkWRGpGn1EcNqxrrr4n5EUU3Xw1g/t9SMMzg2GQvoi6RFtERsRpDIH5zm+8+d53evWsfvXt3AHXvr+J+vXc+/v9hB/2hw/vNEexqp5ExSMNn+MmfD1TSvq1lyX1fDVQCMnf1Nupe15ilIJGKTkYlpxqdCNgaJrOZsc5pXd71sbZcrkwgiE84UJFpVOl6wMn4WaDw5nzN9/qX7EYF13vAUxvgQGyo8yiSSzAqOWllz7opI4/UFyiWdc8vNwCo5O9k7Siis7AxZZp0vQbaHZ32lZDmMWPnjHDVWmcXlLmtS1JFOZWZIGkWbTRdeCBL995kBpkImb73swmeKt19Rj2nCr473zn+eaE8jNa+WFOQNHOao2cTmxSbvRtRtvZop08mgmlenTEEiEZv0jkwA2FZu1hQJErUOXBQk6nwZ8svmbSiYNuWbrPTjCd1tXzU6D1pZRHH2rQpHJpstWWoGVgkiwFgfzRUezg7orrZk0Fg/AOM5ZXT7JhYOdDpcVhbmRbbVFDAxFebcQoMCRNKl80WovYxXO0fZWlNArss5/34V28BwUhU4TU6WQ5lvkl7RsfUzehI9dbKPgpwsrmgsiT22raaAdaV5/OLYQkGiaCZRe7pWKmtdwEthsJuO3M1zm/rPY2djJcfNBuu7kqREQSIRm/T4rCCRXZlEDWX5AJy/uC9R18tQe/nyNK2Oik44G1Tz6lUh4AXvWaiLv2l1l2+cwGQowSBRPxsq3PSOBPEHpxc/RiRdIkGijkkrsL5wJpFrwUwiUPNqWWbTQeg9gllzGYc6fOyqm6dpdZQrFyq24Og7wpbqAo7pWpV08nVCbhHkWO+lpmny5Il+rt9Ujst54aujYRi8cXs1/3VmYP7PAJ4qa2CAT5lEkqRuq2n1eNnOuHYvyHXRk7OeAn9LOld1SVCQSMQmPSP2BomK8lyU5LtonTnhbHwY+o8n9OXfFtEgkSacrQ6difcjik7SW1/uXnpnd4W19ffRXGHtf04lZ5IpkSDRuUA0SLRQJlHWnJ5EAJuqPGQ5DAWJZHn1HYfQJEMlOxmdmGZ77QKlZlHVu6DncKSH1qiaV0v6+DpmZauf6BmlZ2SCm7ZUztn1jdurmJwO8/TJ/rnncTit8vTRnnSuVtawqc5XAMhZtzfuYyaLmykJDVql6JI0BYlEbNIbySSqLMyx7ZyNZW7avDO+fJ8/YE2cWH+jba8Rl9L11hcs9SVaHToOAkZCfauiva8aSvOX3tkdzSQaYEOF9YVczaslYyJBohP+HLKdDtYtdA075u9JlJPlpLnCoyCRLC/vWQDaHFbflw1LBeird8FIJ5eVh/COTdI7skCzYJFU+TpmNa1+8mQfAK/bUjFn1ysaSyh1Z/OLYwsEggqqYVSTpiQ5Y+dfpsMsp3Fd/C02siqtG9v+7pPpWtYlQUEiEZv0jExQku9auKdAEprK8mf3JDr3a8jKTShDxBZOF5RuUJBoteg8CJXbYqni8WjzBshyGNQUzTM6/GJ5JWA4YayPxrJ8HAacVZBIMsVvBYlO+XOoL8nDOd9kM7Dex+bpSQRWb43j3brrKMtoqBWAU8EywJpouqjqXQDszbYmRSmoKWkz0jFr6MVTJ/vZUVtI1TyZ8llOB7dsreSJE31MhcJzz1WgTCJJnjlwmpZwLVur4/88W1S/DYC+c0fStaxLgoJEIjbpHZmY9xdoKhrL3HT5xglOh6wHzv0aGl4DWfZlK8WtfLPKzVYD07TKzRIsSWz3Bhb/gj2TwwHuchjrJyfLybrSfFrU9FcyZawf8ko4PzRF/WKZcA4XhObvnbW1ppCekQl8gfmDSCK2G2qF/HJafCbZTsfSAfoqK0jUNGX12lBfIkmLyTEYH4plEgUmp3nx/BCv2zw3iyjqhs0VjE5Mc7JnnkB7Ya01+EQkUaZJ/mgr56mNDfOJR92GHYRNg0DniTQubu1TkEjEJr0jwTQEifIxTWj3jsPYAPQdXf5Ss6jyTTDYsuCXLFkhvGetD3j1VyV0WLs3sHCZznzcFbEMjg3lbs6qJ5Fkylg/uCvoGLICnQtyZi2YSbQxWjapSX2yXIZaoaSJ1sEx1pXGEaB3l0FhHbmDx1hXmqcgkaRHtMl0JEh0qtdPKGyyZ93CjdV31xUBcLjTN/fJgmqY8MFkYO5zIovx95ETDjDqbiTLGX/Ior6ihC7KMQfPpHFxa5+CRCI26R8NUllgb4ZPYyRyfn5wDFqfsR5sylSQaLP1BSuSIi8rVMdBa5tgSWJbMkGiSC+YDRUezg34CYfVSFUyIDBIKK+MocDU4kEix/zTzQCaI82uW/oUJJJlMnweSpo4PxiIb2AAQNVO6DnM9ppClZtJekTH1UeDRJHsoC1VC5f7NJblU5CbtUCQqMba+lVyJgmKBHmmitcndJjDYdCbvQ6P/1w6VnXJUJBIxAamaTI4FqTc5iBRU6RHwfnBgFVqll2QUDNiW8UmnKkv0YrWeRCyPVCxNe5DRiemGApMxde0OspdAWNWM8sNFW4mpsJ0+cYTXa1I6gJeAk5rMlR9ySLXsNM173QzgHUlebicBi3KiJPlEJqG4XbMSCZRY7ylFNW7oP8kO6tyODcwRmBSmb1is2hpWGEtYE02y3U5Fv18YBgGu+qKONyxQCYRwIhKziQx0UwgR/mmhI8NFDRROdVhtWCQpChIJGID3/gUUyGTco+9QaJSdzYFOVlWJtG5X0PjdVbJRCZE36QVJFrZOg5agURH/A3U271WcGfdYl+wL+aptEoggeZIqY5KziQjxr2MOKJBosUyibIWDBJlOR00lbk1pU+Wx0gHmCFG8uqYmArHbggtqXoXmCGuzO/FNJm/B4xIKvy91tZTBcCp3lE2VxXgWKIccld9ESd6Ri700IyKZhKpL5EkaLz7JEEzi6LqpsQPLtuEmwlG+tttX9elQkEiERsM+K1RtOWebFvPaxgGjeX5+HtbrLTLTPUjAsgtAk+1mlevZFMT0HM44abVbV6rV0BimUTlMBWAoJ8NFdZd8HNqXi3LzTQhMIg3bAUqFw10OhcuNwMr2KkgkSyLSNl2F5UA8WcSRTJ6NzutL/InFCQSu/n7IKcQXFbA/WTv6KKlZlG764qZCpmc6rnoPTQWJFK5mSRmsu80bWYV9WXxTzaL8tRZ2fTdZw/bvaxLhoJEIjboG7WCRBU2ZxIBNJa62dH/M+uH7bfbfv6ElG9SJtFK1v2K1TcqwX5EHUPJBImsLzeM9VPhySHP5YwFm0SWzeQYhCbpnc4nJ8uxeKDe4bL+fSyQfr6hwk3bYGD+Mc4idooEiVqmrIlRcU/uKV0PGJRMtJHrcqiHltjP32tlCgPesUn6R4NsiWP8+K5I8+pDncOzn8gtgqw8ZRJJwhxDLZwzqxP7bBpRtX4nAL6O43Yv65KhIJGIDQb8kwC29yQCaCzN45bJJwg33QDFDbafPyHlm60gkWp8V6aWJ8FwQONrEzqszRugIDeLonxX/Ae5I+Nwx/oxDIOG0nwFiWT5BQYB6AzmU1+Sh2EsUhLhjFzf4dC8TzdXeJgOm7qOJf2GzoMji+MBD1kOg9riOCejuvKgaB0O71k2lCvzTdLA3xcrNYuWM8YTJFpXmkdRnosjFzevNgyrL5EyiSQR4RBufxtnzZrFew0uoLq+mXEzm1CfbmwnS0EiERsMjEbLzewPEl3hOEWj0cvQxrfbfu6ElW+GieFYLxpZYc48bpWa5ZcmdFibN5D4nRrPhSARwLrSfNr15VqW27gXgPMTuUt/kHRE+rmFNeFMMmyoFYobaPUGWVean9B4Z8o2wOAZmis9arQu9vP3xW4CneyxJujFU25mGAa764s4NG/z6hplEklifO04zSn6s9eRlx1/j80oh9NJT1YduSOt9q/tEqEgkYgNBvxBshwGxXkJZGLEadfAo4yZORwv2Wf7uROm5tUr19ggdL4EG9+Q8KHtyQSJoplEfmvCWTSTyFSWmSynSCZRiz+HdaWLNK2GC0GiBfoSRXtr6Yu3pN1QK8QmmyX43lu2EQZbaC7Pp30owMTU/JlxIkmZmUnU66ck30VFnFnyO+uKONU7OveaLKhWkEgSM9gCQLCwKelTjOQ3UjZx3qYFXXoUJBKxwYA/SJkne8npDwmbGqf8/CM8Fr6acyP2njopkaaZDJzM7DpkrpYnABM2vj6hw8Jhk/ahcdYlGySKZJU1lOYRmAwxODaZ2HlEUhEYAqA9nkyiWLnZ/BPOCnNdVBbkqIRH0m+oFbO4kdaBsfj7EUWVbYSgj21FU5imBgaIjabGIeiL9SSKTjZbtIx3hl11RVbz6t6LGqoX1lrlZrqJJPGKBImM8o1Jn2K6eD01Zj/+8aBdq7qkKEgkYoMB/2RaSs145Qc4Jkf5T/bROrgCSnkK68CVrwlnK9GZX0JeKdTuTeiwvtEgk9PhxINEWTmQUwRjkUyiyN1w9XORZRXJJPKaBdSXpJZJBJpwJstgYgTGvYzl1zM2GaIp0Uyi0mYAtrisCWe6XsU2kcxgPFWYpsmpntG4+hFFbY6UpZ25uGS3oDoyDXUl3O2U1SA0cBq/mUtxRX3S58gub8RlhOhsO2vjyi4dChKJ2KB/NGh/kCjoh6f+HhpfS0/JVZxfCUEih0MTzlaicBhafgUbbwFHYrXb7clMNovyVMR6EkWPV18iWVbjXkwMRnAnkEm0cJBoQ4Wbs/1jKpuU9Bm2yh96s6zR4I0JZxJZQaK6UCeGMc8XcpFkRX6f46mkyzfBaHA6oSBRY1k+WQ5jbuCywLrW1bxa4jXZe5pzZjXrShN8f5yhsNp6rxzs1I3tZChIJGKDAX8agkTPfs3K0nj9p2gsd3N+cIWklJcpSLTi9LxqfbhLsNQMoCMSJFoyC2M+7grw90eOj2QSrYRgplw6AoMEXUWEcbBuyUyiSJBoiUwi3/iUyiYlfYZaAejEKumpLU7wvbe4ERxZuIbPUV+Spx5aYh+/lZ2Gp5JzkeuqucIT9+Eup4OGsnxa+i66Jguqra36Ekm8hs5x3qxKPMt9hsp1Vqmav/ecXau6pChIJJIi0zQZ9E9SXpBt30n9fXDgq7Dtdlh3FY1l+Zz3BgiHV8Dd7fJNMNwOUxOZXolEnXgEDAc035LwoV3D1t9jbVGSQaLIncdcl5OqwhyVm8nyCnjxOwrJczkpdS/xHrxETyKY0bxa2RmSLr5OAM5PlQBQXZSb2PHOLChZD4Nn2FjhUSaR2CcWJKqKZRkn+iV9Q7mHswMLZBKNKEgkcQiHyR7rotMsX3ogxSLyKtYDEPKqeXUyFCQSSdHI+DSToTAVdmUSmSb89E9gOgi3fBKw0tEnp8P0jKyAwEzZRsCEIUXmVwTThEMPwIZ9F8bSJ6DHN0FxviupEaNWkKgv9mN0wpnIsgkM4sNDXUne0s1V4+hJtL7cChK1rpTMTVl7RrvAmc3ZQC7ubCeFuVmJn6OsGbxnaa7wcLbfvzJuIMnqF+1J5K6g3RvA5TSoLkwsiNlc6aZ1IMB0KHzhQWUSSSLG+nGGJ+mhgppkbmBGufIYdhST5e+0b22XEAWJRFLU77e65sc7InRJB74CJx+FN/5NbOR8dPrJivjiEumHwOCZzK5DLG3PwXAb7H5nUod3+8YT/hAY46mE8aHYl+51pfnqSSTLa9zLoOmhJp5sjDgyieqK83A5Dc4N6DqWNBntgYJqekaCVBflxj05apayjTDYQnNFPsHpMJ3D4/avUy49/j5rAIbTRfvQOLXFeTgTnNrbXOFhMhSmY2jGNZnttgZdqCeRxMPXAcCEuzbh6+9iIzk1FIx32bGqS46CRCIpGogEiWzpSdT2HPzyU7D9rXDNPbGHGyPTT1ZE8+pSBYlWlEMPWBPntt6W1OFdwxOJ98SIcpdb27EBwMok6h6ZIDgdSu58IokKeOmbdscX6HQs3bg6y+lgXWk+rRorLuky0gUFNXT5UnjvLWuG6XG2ua2ynjOacCZ28PeCpwqwhlCsW2oYwDyaoyW7c5pXV1tZdCJL8bUBYBStS/lUkwX1VIb7GJlY+Pe+zE9BIpEU9Y/aFCQyTfjZx6wx87d/FWbcXayN3N1eEUGi3ELrQ4SCRJk3HYSjD1kBopz4m0vO1DMykXhPjCi31Xh15oQz02T2HUSRNDIDXrom8+O7hp3RcrOFM4kA1pe5V0bWpqxNoz1QUENPKlmckZs1GxxWDxn10BJb+PusDGGsoRbJDLTYUG59Fjl7cUN1T2Vs0IXIoobbAcgqa0j5VI7iBuqMAVr7R1M+16VGQSKRFF3IJEqxcfXJR6H7VbjpL6xAzAxOh8G6kvwVNOHMSnWXDDv9OEwMJ11qNjEVwjs2SW3SQaJID6QZQSJAfYlkeUwGMKbHGTILqLIpkwigqdwKEqnPi6TFaDchTzV9o0FqUskkAgoD5ynKc3FWmW9iB38veCoJTE4z4J9MarJUiTubMnf23EwiT9WFxtgiiwgPtzNq5lFcknifzYu5KzeQY0zT3aHm1YlSkEgkRQP+IE6HQUl+CkGicBie/Dvr7uCu/2feXRrL8mldCZlEYH1AVSZR5r3yAyubZ8O+pA7v8VmN0JNuDJhfam3Hh4ALQSL1JZJlMe4FwEtBfBkZ0Z5EizSuBitINDEVpnd0BQwKkLUlOAqTfvzZFZgm8fXSmk9BDTizYeg868vdKo+U1JmmdcPHUxXLBk4mkwisKZHzB4n65j9AZIbJwfN0muVUp9K0OqKk1gqoD3efTflclxoFiURSNDA6Sak7G0cqzdVOPAy9h+F1f3ahJOIijWVu2gbHMM0VcHe7bKP1YWJ8ONMruXSNdMGpx+Cyuxa8ZpbS5bM+CCb9RSXPGuEcDRJVFOSQk+WgbaUEM2VtCwwCMGx64is3i043W6RxNVjlZgDn9MVb7BYZAT5oWAH2pN97HU4oboChVgWJxB6TfpgKgKcydqMnmUwisJpXt8xXbjY1BkGVRsriwsNtkSBR6r1es8ubAAgOaCJzohQkEknRgD9IRar9iA581Qq87Hr7grs0luUzNhliwD+Z2mvZoWyjtfWq5CxjXv4BmGG4/D1Jn6J7OJJJlGzJQzRIFLAyOgzDoKE0X+Vmsjwi15037nKzaE+ipTKJrC9GrZpwJnaLjADvMaNBohTulBc3wlArTWVuunwTTExpYICkIJrl46m6ECRKonE1WEEi79gkQ2MzPq9GGmIzpmwiWVzWaJcVJCpMPZOIaPNrX3vq57rEKEgkkqIBf5DyghSCRMNt0PE87L3Luju4gKbI3e0V0ZcoGiRSX6LMCIfgpe9aZWalG5I+Tc+IFSRKunmq0wU5hbGyH0BBIlk+kevO7yigzB1Hua8zvp5EtUV5ZGc51Lxa7BcJErVPW30Ha4qTfO8FKGmC4fOxoOaKGGwhq1e0X5C7gvahcfJczqR7bTZXWp9Xzw7MyBryRPrLqORMFhMcJXvKR5dZlvxQlZlyPIw5i8gb60z9XJcYBYlEUtQ/GkytafXRh6ztjjsX3a2xLHJ3eyV8ECxpAsOhvkSZ0vKkNSL08v+R0mm6hscpyXeRl71wcHJJeSWxjA6w0tPbvYGVURYpa1vkunN4yuMr93XE15PI4TBoLM1XuZnYLxIkapkowJOTRWGuK/lzlTTB+BDNBVb5pK5XSclFmUT1JXkYRnJtFKITzlr6ZlyT0UwiNa+WxUQmm/U6KinJT+H9cYZAfi0VoT6GAyugEmMVUZBIJAWmaTIwNkl5KuVmR34EdVdA6fpFd6svycdhQNtKuLudlWP1Q1CQKDNe/h7kl8HW307pND2+idTKHcBqXn1RJtHYpDU1TSStIkGivMLy+PaPZRIt3pMIIhPO9KVb7DbaAzmFtI06Ur9LXtIIQJNzAECZb5KamUGiofGk+xEB1JXk4TCgfWjGTc1YkEiZRLKISFnYRH5t0kHKi4UL11Fv9NPuHbflfJcKBYlEUuAPTjM5HU4+k2iwxRp7v+NtS+6aneWgriRvZWQSgVVypiDR8puagNOPw/Y7rGBdCrp8E8k3To3KK4k1roYLE85UciZpFxjEj5vKYnd8+8fZkwhgfbmb84MBQmFlxImNRrqgoIbuERvee0uaAPAEOihzZyuoKanx94LhwMwrocMbYF2Sk80AXE4HtcV5sz8H5JdZGegKEsliIkGicLSXYnrmoQAAIABJREFUkA2yShuoMwZWxk32VURBIpEURLMlSt1Jflk/8h/WdolSs6jGUvfK6EkEkSBRizU2VZZP6zPWhJAtqWURAXT7xlPriQGQVzqr3KyhTEEiWSbjXrymJ76m1RB3TyKwesBNhsJ0DevOo9hotAcKqukeHrctSMTQeZrK3So3k9QEBiC/DF8wzGhwOqVMIrCaXs/6HOBwQn65ys1kccPtTJFFbnGNbaf0VG0gz5ikv099iRKhIJFICqKTxsqSzSQ69mNouBaK6uLavbEsf+VkEpU2WyNTdVdoeZ14BLI9sP6GlE4zPhliODBle7lZdBpKu4JEkmbT/gG8pif+xuvRnkThpadAxSacrZSgvKwNo92EPDX0+4Opv/fmFkFucWzCma5VScnYgNW0OlKSU5/kZLOohtL8ueU9nip9ZpRFmb52us1SqotTu/5myilrAMDf12rbOS8FChJJYnqOwKMfgy/vge+/Pa4P22tZNJMorsk6F5vwQe9RaL457kOaytz4xqdWRvO12F3M1kyu4tISDsOpx6xrJsVSs26f9eEt9XKzUutaDll9XvKynVQU5CiTSNJu2j+I1yyIv7eLM/5ys2jjVZXwiG3CYRjtYSynHNO04b0XrN/DQ62sL8+ndyTIWHDpflsi8xrrB3d5rI9QfQrlZmBlFQ/4gwQmZ1yTnkplEsmipr1tdITL488QjkdhXeTc7fad8xKgIJHEL+iH+98ML/2zdTfgzONw4KuZXlVGDfqDAJQl07i68yXAtJpWxyk64WxFjLqNNtoeOpfZdVxKul+2puNseXPKp+rxTQDYk0kEMDEce6ihNF9BIkm/gJdhEig3c8RfblZVmEOey8m5AV3HYpPAIISnGHJajdZrilN87wUrSDRslZuBMt8kBWMDkF9Od+SzQV2K12e0XG1WNpGnygpGiSzE104X5fYE0aOK6gEwRlVulggFiSR+h39oZQy85yfwP38O294CT/wN9BzO9MoyZjCVTKLOg9Y2oSDRCvogWNwAGOBVkGjZnPyZ1fhx860pn6orFiSyoXE1zGlerSkSkm6OoA+f6Y6/3CzakyiOTCLDMCLlvSvgvVbWhtFuAPpM6z3TnkyiRhhuo6nEOlergpqSrEi5WY9vnOwsB8Upjh+PNr6edcPIU2FlEqmXpcwnNE1WoI8us5QqO4NE+eVMGy7yx3s0jCIBtgSJDMP4LcMwThqGccYwjD+f5/kPGYZxzDCMQ4Zh/MowjEY7XleWkWnC89+C6l2w7howDLjty1YWwY/ff8m+4Q/6J3FnO8l1ORM/uONFKNsEecVxHxKdHLUiMomycqwUTpWbLZ8Tj8K611zI3klBT6TcLOUxzHmRtcxoXr2uNJ8u3ziT0+HUzi2ykHCI7OlRRnDHfw3HMoniK8lZX+5WuZnYJxIk6gpbQaKqApvKzUKTbMgdBVbIDSRZfaaDEPRZQaKRIDVFuSmPH28onac/oacKQpOzMo9FYsb6McwwvWapvZlEDgfjeVVUMUjPyIR9513jUg4SGYbhBL4OvAnYDrzLMIztF+32MnClaZq7gQeBz6X6urLMzh+AvqNw9fusABGAuwz2/bmVSXSJZhN5x4KUJtO02jStTKL6KxM6LC/bSXVh7sr5IFi6XuVmy2Wwxfo3uO02W07XPxqkMDcruQDnTPnRTKIZE85K861LXJOhJF0mfABMugrjv4YdDisTL45MIoCmcjdt3gDTIQU7xQaRIFHbVBHZWQ4K87JSP2ekN2D+WAeVBTmacCbJCQxaW3cZvb4JW/rBlLqzcWc7L8okqrK2al4t84m8R/ZTTEUybTwWEfbUUWMM0rYSbrKvEnZkEl0NnDFN86xpmpPAvwF3zNzBNM0nTdOM/q08B9Tb8LqynJ7/pjVFY+fbZz++7Q4wnNaUrkvQ4NgkZe4k3siG26y67ASDRGD1JVoxb3IlTSo3Wy7H/9PabnuLLafr9wepKLDhl/A8mUTRO4jqSyRpE7kTbSSQiQmAIyuunkQA68vcTIdNBTvFHiPdgEFr0ENlQU7KmRoAFEcS84daaVLmmyQr2ifIXUH3yLgtWRyGYbCuNP+iTKJKa6sg0f9l782DK8vu+77Pffu+Ywe6gV6ne8jhDGfEoShxREm0rJWUVZGskmQrFaUkVWxVYtlKynaVSxU7rpSd1XbKsZJKVJLlWLtM01wsWRsliuQsnBnO0rP0gh14+76/d/PHuRdodAPd7wF3w3vnU8W6JPBw7yH64t5zvuf7+/4kx6GFmneDc3jcxibieJIrLChF2Xl3DIz4F1gC7o8L39K+dhI/BXzegOtKrKJdhVufhad/HHwPtCQMp0Ur7jd/bypLzgr17hnziE4nEt1zkkjUyEJXTkxN563PwOIzWhbU2cnXumSM2KnRS99aUiSSWIjmJPLoTrZRcXkPOvE9Dj0MWLozJIbQyEIoxV69z6wRAj1AfEW440r3WEuHneMylpwvNJFIDaXZr3RGz3l7DCup0EG3NOA+J5HscCY5Bs1JpETnDT91IHOBeYpsFWuGn3tSsTS4WlGUnwCeA/7pCd//aUVRXlIU5aVcTqbfO4atF0WGw9VPHv/9mz8Ixduw/4a143IAhUaH9GnKzbZeBk8A5p4c+0cvpsPk6x3qTmh1e9Dh7J6tw5h4ypuw8wrc+JRhpzTMSeSPCTfhfcHVs1E/Po9L7thIzKMlnES+yJj5XG4PdKojfXQ1I8RO6c6QGEI9C+FZslWDnr0AHh9EF0V4dSZMvt6l1h7NKSeRHNAQ5WZlJUF3MDSs/bje6VTVN5HDM+IonUSS46jtMUQhkFww/NTuxDIeZUg5u2X4uScVI0SibWDlvv+9rH3tCIqifBL4+8CnVFXtHHciVVV/SVXV51RVfW5mZsaAoUkMYfOrYqfqJNfLjR8Qi8Q3p6vkTFVVio0uqdOUm229CAtPH3bbGYNVrcPZuhN2DLU8BFlyZjK3PiuONz/96M+NQa5m0EJFUUSHs/vKzVwuhZVk0DllkZKJY6iJRIFYerwfXP04vPpr8I3feuxHZyJ+wj63c5ybkvNNIw+RGbK1DrNGhFbrJC5AZZO1A1FT3q+SMdGcRHuDCGBQ5z2ESNTuDcnVtWVfMCncnNJJJDmO2i5FYszGw8afOy6SbrrFzcd8UKJjhEj0InBVUZQ1RVF8wI8Cn7n/A4qiPAP8K4RAJOXj88bmV2H2SQjEjv9+OAOr3ypyiaao5Kza7tMbqGTGdRIN+rD72qnyiECUmwHOWIAnpZPIEt76jPgbTF825HSt7oB6p2/cbnYodaTcDA53ECUSM2hVxc53OD6mSPRDvwQXvhl+56fF39UjUBSF1UxYlptJjKGRZRDMUGn1jCs3AyESaU4igLtO2ECSnC8aOXB52W2L+axR7ccPO5xpuW6KIkrOpJNIcgyDyi57wySzBjnZjhATSThq5SEfi+QEziwSqaraB/4m8EXgbeA3VFV9U1GU/15RFL024p8CEeA3FUV5VVGUR8/MJM5h0Ietl+DC84/+3I0fgML7ULxjzbgcQLHRBRi/3Ky8DoMOzN441XV1kcgRu9uhFATissOZmbTKsPEXhnU1A8hru3qGZBKBCK9uHhWJLqbDbN5vM5dIDKRZzQMQTWTG+0FfGH7sN2DhQ/DZvwXdRz9HpUgkMYx6jqZPlEfOxowUiVagus3FuJiLyPJIydg08xDOsFsVcwOjnEQrqSDAw+HVDSkSSR5mUN1lX00a3tkMgLgQiSKdPZpdB8R1nAMMySRSVfVzqqpeU1X1sqqq/4P2tX+gqupntP/+SVVV51RVfVr7j3HBGhJzyb4F3TqsPEYkWv1Wcdz8qvljcggFbaE9drmZLqSlTucKiQa8pMM+Z5SbgexwZjabXwNUUSZjENmauHeNdRKVj3xpJRWi1ulTbsp8DInxdGpFuqqbVGLM7mYA/gh81z8SC6NXfuWRH11Lh9kqNen2h6ccqUQC9FrQrVF1i6B1w569IJxE6pBge5+FeECKRJLxaQiRaL/SxqVg2CJ9OXlME4vIrCw3kxyLUt9jX00Y+3zUCSTou0MsKkW2SrJj6ShYGlwtOYfoos/jRKLMdeEo2fiK+WNyCAXdSTRud7PCbXE8Q+mQ6HDmkIlgck2Wm5nJxpdF2+6lZw07ZU4XiQxzEiWPLTcD2eFMYg79RpEKYWZOa0tf/RZRdvblfwb97skfy4QZqhzt0CORjIuW+VIkDmB8JhGIkrN0WJabScankYNQhr1qm0zEb1j78YDXzUzUz/b9i/LIrCw3kzzMoIenVSBL0hyRSFHoRxZYUArOiOs4B0iRSPJoNr8K0YXHt912uWD5I5rrYToo1E9Zbla8A77oYZeHU7CaDjvnIZdag/IGDAd2j2Qy2fiKCDn3hQw7pV5uZlguxgPB1SBFIom5DJtlqmr4bCWTH/87UN2G1/6/Ez+ypuW8SHeG5ExoIlFO1UUiAxdBca13jJZLJMsjJWPTyEN4ht1K27BSM52lRJDt8v0i0Zz4e5BzRsn91LMoqGTVpHFRCA/gSiyzqBTkps+ISJFI8mg2vgorHxFhc4/jwvOQe/tIK+xJptjQy83GFYluQ/rSaL/TE7iQDrFTadPuOeAlm1yFYQ8qsq2k4fTasP0yXPxmQ0+bq3VQlFPcuycRSkG/JUoqNPQsAikSScxAaZepKhFiAc/pT3LlO4UA++f/+4lNF3SRSC68JWeirnWP6kVwKZA2chEUXwaUgw5n5WaPcvNkd5xE8hCaSLRfbTNncGjwUiLIzoMikTp8aGNJMuXU9wDYVxPjb76PiDe5wqJSlPPSEZEikeRkqrtQ2YCVj472eb0kbesl88bkIPL1LlG/B7/HPd4PFm5D6tKZrr2aFguXTSc86BIXxbEi20oazs7XYdAVZTEGkqt3SIV8hlnKCYow1vsnfSGfh0zE74x7VDJxeLpV2u4oyhnEdhQFnv8ZIdyvf/nYjyRDXmIBj3PKeyXnEy2od6MbIRX243ad4b59EI9fOL7LG6xlRAtzKWpKRqbbhF4Dwmn2Km3mjXYSJYWT6KCJhe6il7lEkvupCZGoHZjFa9Tc9AGU+DIZpcxOoWLK+ScNKRJJTmbvG+K4+PRon196FhT31OQSFRvd8dXuQU+UZp0ytFrHUR3O4sviKNtKGs/GX4jjqELtiORqHWNrvkOaSPSAi/BCKih3bCSm4OvX6HpjZz/RzU+DLwKv/tqx31YUhbVMmHt5eR9LzoBWbnavFTK21EwnsaKJRPrcQIpEkhFpik6RHX+aartvuEi0GA/Q6Q/JaxENRObEUYpEkvup7QIwDM+bd434Ei5UWgW5XhkFKRJJTiZ3Sxxnnhjt874wLDw1NR3OCo3O+OU6pXVQB2cKrYZDJ5EjOpzFRFtJ6SQygY2viFD4cNrQ0+brBotEQdGx57jw6nUnCJmSiSM4qDHwxc9+Il8YPvBD8ObvQqd27EdkzovkzNRz4Iuy3YDZmBki0QUob7CSCuFS4K4UNSWjogmYJYToPm90uZnW4eyg5CwyK44yvFpyP7U9Brhwx06f1/pYtPXKsLx16GyTnIgUiSQnk3tHKP66S2AUVp4XGSqDyW97Xah3x88VKN4RxzM6iRIhL9GAxxkLcF9IlBtVpTJvKMMhbH4FLhjrIgLhJDI0GPCYcjMQItFupSXbh0uMZTgkrDYgmDDmfE//BPSa8ObvHfvt1XSYnUrLGRlwkvNJIweRGbK1tjlOovgKVLfxKyqLiaAMWpeMTqMAQHYYBTC+3Cwh8gkPwqt1J1FDikSS+6jtUVLiZKLGNWl5CK3yITnIH3SolpyMFIkkJ5O7BTPXx/uZlefFZHv/DXPG5CAKjS7p04RWw5mdRIqisJoOO8dSHl+WwdVGk38X2hXDRSJVVU0sNzsqEq2kQgxVjoZWSiRnZNCu4maI2yiRaOUjkL56YsnZWiaMqjokA05yPmlkUUMz5Otdc9o7Jy7AsA+1XVEe6ZS5gcT5aE6inZ7IszLcSaSJRAfzAH8EvCHpJJIcQa3tsTdMmvN81IkuADAvw6tHQopEkuNRVeEkGrXUTGfpw+K486rxY3IQw6FK6TSZRIXb4I9B6OzlQ2tOKoGIr0iRyGj0TLCFDxl62lqnT6c/ZMZQJ5FeblY+8uULKbEjJF/GEiMpF8WixhtJGnNCRYGnf0xkgJXuPfTtVdnhTHJW6jm6wTSDocps1NhFOCBEIoDKJqtpMTeQ5RSSkdBEoo2OeM4Z7SSKBT1E/B62Svd3OJuVmUSSIwyru+wOE+aKRIEYQ2+EBaUoN31GQIpEkuOpbkO3Nr5IlLgIgTjsvW7OuBxCtd2jP1RJhcctN9M6m52lI4/GWibMdtkhJRDxJRlcbTT7b4DLC5lrhp42X+sAGPsi9gbBE3g4uDotRSKJ8VQ0kSgQNTCr68m/Io5vfeahb61pGXDSnSE5NY0cDY9wXJoTXK2JROUNVjNhau0+RVlOIRmFZh48AXYaLqJ+DyGfx9DTK4rCYiJwWG4GouRMikSS+6ntklWTxkYhHEd8kXkpEo2EFIkkxzNuaLWOosD8U7D7mvFjchB6LWvmNE6iM5aa6VyaESUQjliAx5ehU4F21e6RTA77b4q/P7fX0NPmNJHI8BdxMPmQSDQXDeBzu+TLWGIo9bLoxhOOZ4w7aWpNuPbe+ncPfSse8pIMeaWTSHI6Bn1oFqi6RXmkKcHVepdR2eFMMi6NPIQy5BomlUIiSs6OlJ1HZkWYu0QCMOjhbhXIqiY7iQBXbIkVT9kZayeHI0UiyfFkTykSgZho778pJkYTSkFr5Zkex0nU74oOYGcMrdZZ00og7uQcMBHUO5zJ8Grj2H8T5p40/LS5uglOIjhWJHK5FJZTQfkylhhKoyJEokjSQJEI4OYPwvZLUH64U6PscCY5Nc0CoFJAiEQzERPKzbxB4c4orx90P5UdziQj0chDOEO+1iFjlkiUDEonkeRktHthH5MziQBii1q5mczKfBxSJJIcT+4WhDKna709/xT021B4z/hxOYSCttAeK5OovA7qUJSbGYCjcjLiK+Ioc4mMoVmE2o45IpEZ5WagiUTlh758IRVyRhc+ycTQqYuA9GRq1tgT3/y0OL797x/61lo6zD256JacBi3zJad1jzLFSQSi5Ky0zkoqhNulyA5nktFoFiCUJlc3uKHFfSwmgpSbPRodbfM4PCsaXfRlSaQEqO0BsG9FuVlskeSwxHahZu51JgApEkmOJ/cOzN443c8uPCWOE1xyltfKzcYSiSra7rSeHXBGYgEvmYjPGRPBuOYkqjy8Ay85BXp3wPkPGH7qfL2Dx6WQCBpbxkYgAe3jRaLNYlOGqEoMo98QIlEobmAmEYhS4LkPHltytpoJs1dt0+o6IANOcr7QWn3v9KNE/R4CXrc510muQWkdr9vFcjLojA0kifPRRaJax9iGFvfxUIeziCbwN2TJmQSo7QKQV5IkQ2PGeIxLbBE3A3rVPXqDobnXOudIkUjyMAedza6f7ufTV8EThN3JDa8uauVmYz3MqjviqAsqBuCYDmeReVDcMrzaKPbfFMc540WiXK1DOuLD5Tp7ePoRjik3A1hNh6l1+gc5XhLJWRm2KvRxgS9i/Mlvfho2v3L4vNbQy3tlzotkbBqiPHKzGza3lCK1BtUt6HcPOpxJJI+lWaQfTFFr903NJAIOS84ic+IoS84kcOAk6gdncRs9N30QLR5jluLRnCzJQ0iRSPIwtV0RQnyaPCIAt0eUyUywk6jQ6JAIefG6x/gT0gWU6IJh41jLhLnjhImg2wOxRVluZhT7b0B45nC3zUByNZMs5cHE8SKRFqK6LhfXEoNQ2mUaSsSQLpEPceMHxPGdzx/58oFI5ITnreR8URdOonutsLmlFMk1UdJe3mAtE+ZeoSEdnJJH0+9At0bdHQcwz0mUPEEkkk4iCUBtjwEuPNEZ86+lrcHmlaLMy3wMUiSSPMxpO5vdz8JTsPc6DCfTyleod0mHx7REVrfFwt9j3Et4LRMhX+9QbfcMO+epiS3J4GqjMCm0GkRwtSkTwWASek3otY98WQ9RlXkuEqPwdCu0PVFzTj5zHZKr8O4Xjnz5IANOip2ScWlkwe1jo+EhEzWxlCK5Ko6lu6xlwjS7g4MMOonkWJoFAKpKDDAhq1BjNhrA41LYLukikSYGSCeRBKC2R8mVJBUNmX8tzUm0IEWixyJFIsnDFG6L41latS98CDpVKN8zZEhOI1/vkB53oV3dOewCZhCO2t2OL8tMIiMY9CH7timlZgD5mkltboNJcXwgl2g5GcKlyDIdiXH4elV63pg5J1cUuP69cOdPoHt4z0b8HjIRvzOetZLzRSMP4RnyjZ65TqLUmjiW7jmrsYXEuWgiUVEVortZ96fbpTAfDxyW94Q1l7QUiSQAtV2yqgWdzQBCKVS3nyVXSXY4ewxSJJI8THkD3H6RM3Na5vXw6snMJSo0TukkMlgkujTjoIlgfEmU1E2oe8wyindEd0ATRKLhUCVf75gzEQyK9s4PdjjzeVwsJYPckx3OJAbQGwwJD+sMfHHzLnLtu2HQgdt/dOTLa5mQdMRJxqeeZRieodIyWSSKzIE3BMW7rKVlhpZkBDSRKDcQ+W5mLtKXEsHDcjNvAALxg1JMyXSj1vfYHiSsEYkUBSW2yJq/wmZJvs8fhRSJJA9TXofECrjOcHvM3gTFdRjAO2EUG93xOpuBJhItGjqOC6kQiuIUkWgFhj1ZY35Wsm+J42m7Cz6CcqtHf6ia6yQ6IbxaZhJJjKBQ7xKjgaqLkmZw8WPgj8O7R3OJVtNhWW4mGZ9Gjq4/BZi7CEdRRMlZ6S6LiQBet8JdKWpKHoUmEu32hag49rx2DJYSQXbK95WjR+akSCQBQK3usT+Mm5aJ9RCxRZbdJTZludkjkSKR5GHKG2dv0+4NQOry4YJ3gugPhpSaXdLhMR5mnTq0K4Z2NgMIeN0sJRzS6lZ3Scnw6rNR1Ms9rxh+aj2fwg6R6G5ehqhKzk6+3iGuNHCbKRK5vXD1k/DuF484I1czYXK1DvVO37xrSyaPRo6mNw2YV85zQHINinfxuF2spEKyPFLyaBpCJNpqh0iFfeM1YxmTpWSQvWqbvt52PDwrRSIJ9Du4WgX21SQZK5xEALFFZtSCFIkegxSJJA9TWofExbOfZ+7mRDqJSs0eqgqZcXZc9HbKBpebgcglcoRIFF8WR5lLdDaKd8QOm9/49t75uhCJzCk3e4RIlAlTa/cpNR0QsC451+SqbeI08EZS5l7o2vcIV+T2SwdfclQGnOR8oKrQyFHzCFFzrHnDaUiuQukeqCpr6bAsN5M8Gs1JtNn2m+7iWEoEGQxV9qqamygyKzOJJAf3wD5JS51E8X6eUrNLzQmNfxyKFIkkR+nUoFWEpAEi0eyTYrLSnaxJSqEhFtpjBVfrXb/MEolyDnBp6P/farv2juO8U7wLqUumnNo+J5HoWOEIMVNyrimVS3iUIYFo2twLXflOQIHbf3jwJb1Tn7yPJSPTrsCgSxGRoWW6kyi1Bv0W1PdZzQiRaDiUDk7JCTQLEEiwX++b23kPWEwEAQ5LzmS5mQSgtgdgXXA1QHQRz7BLkpoMr34EUiSSHKW8IY5nLTcDLVNFhdyts5/LQRTrXQBS4wRXH4hExmYSgRCJap0+eW1cthFKicBz3TUlOR3FO+dTJPJFRQ7ZA93N4LB9uMwlkpyVWllknoXjJotEoZTo0nnnTw6+tJoRYqd0EklGRsvoy6tCJDJ9EZTUOpwV77KaCdPuDdmvtR/9M5LppVmAcIZcvWO+kygpRKLtslbiE5mFbg26suRnqjkQiSwKroaDtdiCUmRDlpydiBSJJEc5EIlWz36uuSfFcX+yconyDSHGnK7czByRCBzQxURRIDovnURnodsQvz+9lbHB5Osd/B4XUb/H+JO7XBBIHOskWk4GcSnIDmeSM9OsFAHMLzcDuPRtsPXigRs25PMwF/PL8GrJ6Ggi0W4/RsTvIeB1m3s9/d1ROuxwJp1vkhNp5lFDaXK1jukL9MX4g06iWXFsSDfRVKOJREVXmljAhLnpcWiVD/NKkS3Z4exEpEgkOUppXRyNcBIlV8ETnLjw6oKW6zJWcHV1G8Iz4DH+JXwpI7Jr7uYcMBGMLUkn0Vko3RNHE51EmYgfRVFMOT/B5LEikd/jZjERlA4MyZlp10WGBgETg6t11l4QHRs3/uLgS6vpsLyPJaOjldNs9cLW7JLHV4Sjs3TvwPkmRSLJiTSL9P1J2r2h6fdn0OcmHfaxVdLKeyJz4ihLzqab2i4D3HgiGfPmpg+ibdiv+crSSfQIpEgkOUp5HbwhCGfOfi6XG2afmLjw6kK9i9ulEA96R/+hyrYpLiIQFl6vW+GOEyaCsQUpEp2F4h1xNEskqpu8W3iCSATC8SbLzSRnpd/Q7i8zu5vpXPhmcHmPlJytZcLSEScZHc1JtN4Omx9aDeDxQWwZindZjAfxeVxS1JScTLNA2yuepVaImEvJINtlXSTSnEQyvHq6qe1RdqdIx4LWXTMyC4qbK4Ga7HD2CKRIJDlKeUO4iIxSc2dvQvZtY87lEAqNLsmQD5drjN9RdceU0GoAt0vhYjrM3XzdlPOPRXRBlEvZHaJ9XtFFoqQ55WamW8qDx5ebAVxMh7ibd0DAuuRco+r3VyBu/sV8YVj5CNw9KhIVG10qLdkRRTICjRygcKfhNz+0Wie1CqW7uFwKq+kQd/NyESQ5BlWFZoGa26JQdUTJ2U5ZOokk91HfI0eKGStEdB2XG6LzXPRKJ9GjkCKR5CildUgY0NlMZ/amqDdu5I07p80U6p3xdwSr26aJRKB1OHPCbmFsEfrtE4UCyWMo3oFQ2jSXRN4SJ9HDwdUgynSq7T7lplxcS06P0q6I/2JFuRnA2rfB7uvQFFlIegi7dGdIRqKehVB5mONdAAAgAElEQVSabGNgoUh06WDDYTUdtj+vUOJMunUYdKkQAyx0EpVaYrMolAEUKRJNO7U9dodx60KrdWKLLChFtkot2QHyBKRIJDmK7iQyirmb4jhBJWeFRpf0OCJRtyE6PplUbgZwSSuBsP1Bp/9/lCVnp8PEzmb9wZBCo2vuQuUR5WZ6+/CJX7Bsvgi//tfgzd+F4cDu0UwU7d4Af7+KigL+mDUXXXsBUOHen4n/6ZRGAZLzQSPHMDxDpdWzViRqFqBVZi0TZqPQZGD33EDiPLTN24Iqci3N7m4GsJgI0uoNxGaR2yM2xWS52VSj1nbZ6sctuf+OEFskNcjT6Q/JaVmzkqNIkUhySKsEnQokjXQSaR3OJii8ulDvjBlarQkm8WVzBoTY3e72h+xUWqZdYySimkgkO5ydjuJd00SiYqOLqpq8WxhMQrtyrDiyOg2L62/8Fvzy98E7n4Pf/M/hnz8L+ffsHtXEkK93iNOg642KbnpWsPycyOnTRKILqRCKIsOAJSPSyNELpAFrnBoApC6LY/G2mBsMhoclPhKJjuaO3B9EcLsUkiHzy32WEiJ3Zvv+kjPpJJpeem2UVom9YdJ6J1F0kXBH3Hsyl+h4pEgkOaS8IY5GOokisxBMTZhI1CUVHuNlWtkSRxOdRPrutu0Ll9iCOFa37R3HeaTXFveKSSJRtiZ2SkzdrQkmAVUIRQ+wkgqiKHBvUvMxvvFb8Ns/BUvPws/fgh/5VTEJ/4NftHtkE0O+3iWuNBj4LMgj0nF7xb/p5lcACHjdLMZlpz7JiNSzNH0pAGuCqwHSmkhUuDM9Dk7J+DRFp8i9rghVHytn85Q8LBLNSifRNKP922dJWOe01Ikt4uk3iNCUuUQnIEUiySGldXE0MpNIUWDuSdifDJGo0x9Q6/THm+zV9sQxumDOoBDlZuAAkSgyDyhQlU6isSndA1TTRKK8Zqc1dbdGz4k5puTM79EW15O4WBkO4I/+Mcw/BX/99yAyAzc/Bd/8N+DWZ2HnVbtHOBHkasJJZElns/u58FHYewM6ojnAaibEXdnhTDIKjTx1dxKAjFU75ck1QIHi7cPySLvnBhLnoYlEG52QZQv0paQmEpXucxI1pJNoatHWR1nVBieRtnG/4CqyWZROy+OQIpHkEDOcRHDY4Ww4NPa8NlBsdAFIj/NC1V+AertPE5iJ+gn73NzJ2TwR9PggPAM1mUk0NnpnM5NEopxlTiJEBtcxTGz78FufheJt+PjPg+e+3+9Hf1Z04frj/9G+sU0Q+XqHuNLAHUpae+GV50EdwPbLgBYGLBfdksfRa0G3RknRWoxbtVPuDYjy9uId5mJ+gl637HAmeRhNJLrXDFi2QE+GvAS97vucRDOi3Ex2PZ1OtGiKfVtEItFM6EaoLp1EJyBFIskhlU3wRQ4XekYxdxN6DSivG3teGyjUNZFonHKzehY8QfG7NQlFUVibcUqHswUZXH0adJEouWbK6fVgvkzUxJIH/dlxQnj1xXSI9UlzEqkq/Nn/JsS9G586+r1AHL755+Ddz8P2K/aMb4LI1TrEaOIJp6y98PI3AQpsfhUQYmel1aOkbRpIJMfSyAGQV61rMX5A6hIUbqMoChfTocl0cErORjMPLg/rdbdlAqaiKCwmAocZWZE50RG3U7Xk+hKHoTmJ9lU7ys1EdccToTqbJSkSHYcUiSSHVLaEsqoYXJc8QeHVesnOeE6inNgtMfr3+gBrmYhDRKIlWW52Gkr3RMemkDkL4FytQ8TvIeTzmHJ+4D6R6GQnUbnZo9ycoMX1vS/BzivwsZ8Dl/vh7z//M+ANw9d/1fqxTRi5WoeEq4E7ZHG5WTABszdgQ+QS6Tkvd5zwvJU4l7oQifYGUSJ+D0HfMc8Hs0hfFu5GNAenvFclD9IsoIbSFJpdS10cS8nQ0eBqkOHV00p9j4HioeNLEPabODc9Di0CZM1fZks6iY5FikSSQ6rbEF8y/ryzT4jjBIhEB+Vm4zqJwuaVmumsZcJslZp0+ja33Y4uyHKz01BeF3lgJomJ+boFE8HHOon0ENUJeiF/9V+JEssP/djx3w/ERBv1239k7bgmkHytTYzGYfaVlaw8D1svwnBw2KlPLrwlj0IrNd/qRawLrdZJXRLP4WaR1UyYjWKT/uD8l/xLDKRZZBhI0Ruo1opER5xE2txYikTTSW2PsjvNTDRg/bU9fgjPsOwusVtt2792ciBSJJIcUtk+qNE0FH9U5BxNQHj1QbnZOBO+etbUPCKdyzNhhiqs270Ajy2IyWlPBsGNRWkdkgaGxj9ArtY2f6ESPDm4GmA1HQKYnJKzVgne+4/wwR8ROSAncfk7oHT3sKRQcioqtSo++qKMz2pWnhclEblbXEiFcCmyY5TkMWjlZhtt64KBD0hpHc6Kd1jLhOkPVTZL8p0suY9mgY5PC1W38P5cSgTJ17u0e4PDDVTZ4Ww6qe1SVFLW5bU9SGyRzLCIqsJOuW3PGByMFIkkgn5H7HrFV8w5/+yTE+Ekyjc6+DwuIuPYIhtZ4TQwmcszIvPo/Wzd9Gs9El1olLlEo6OqIjg+uWraJXK1jvm7hW6vyN46odxsJRVCURzQhc8o3vp3MOjCB/+zR3/u8neIo3QTnYlurSj+i9XdzQAuPC+OG1/B53GxlAxOzn0sMQfNHfF+M2R9KGtaE4kKtw/mBndyNs8NJM6ikafp0ULVLbw/FxOiw9lupS3Lzaad2h57asL656NOdJF4T9x7Mrz6YaRIJBFUt8XRjHIzEOHV+feEGHWOKdS7ZMI+lFFLgoYD0UHCEieRmAjetlsk0up89a4FkhGoZ6HfEuVmJpGrdazZrQkmT3QSBbxuFuNB+91uRvH6b0L6Ciw+8+jPpS9D/ALc/kNrxjWh9BqaSGRHuVlyTex6a+HVq+mwfU4iVYVm0Z5rS0ankQd/jN2GxaHVIDYcFBcU73DFKRtIEmfRLFB1xQB7RKKdckvMF1we6SSaVmp7bPXj1j8fdWKLBFri3tuUItFDSJFIIqhoIpEZ5WYAszdFC+H8e+ac3yIK9Q6pcUp2mgVQh5ZkEgV9bpYSQd63e7cwtiiOMrx6dPTOfyaVm3X6A6rtvjUTwWDiRJEIYDUTmgwHRmUL1v9clJo9TjRWFLj87XD3T2HQt2Z8E0az28fXq4n/YYeTSFFEl7OtlwC4lAlzL99EtbJ183AghMl/+S3wTy/DV/5P2TrayTSyDEMZKq2e9TvlHj/El6F4m3jISybi57bdcwOJcxgOoFWiTBSwViRa0kSi7VILXC4xP25IJ9HU0WtBu8xmL26fkyi2iKtdJOrpS5HoGKRIJBEcOImWzTn/7E1xPOclZ8VGl3R4jIeZbqGNmF9uBnBlNmL/buGBSLRt7zjOEyVNJDLJSZTXsrQs2a15hJMIRHj1RGQSvfHbgPr4UjOdy98hMm22XzZ1WJNKvtYlrmj3jR1OIoDlZ0XHKC0MuN7pH/xtWcIX/x78zn8Jw74IQ//Cfwef+ztiwSdxHvUsvWAGsMFJBCKXqCA6nF2eCds/N5A4h1YZUCkMI/g9LqIWdpaaiwVQFO7rcDYry82mkdoeAFlsLDfTjBEfijfZLEmR6EGkSCQRVLbE0SwnUeYquLyw/6Y557eIfL07Xmi1vjtigZMIRMnZnVyD4dDG3WV/FHxRWW42DuV74pi4YMrpczVR5mnJizjwaCfRWjpMqdmj0uyZPxYzeeN3YOnZw+yPx7H2gij/uP2fzB3XhJKrt4mjiUR2OIkAlp4Tx+1XDjucWSV47r8FX/sl+PBPwn/1FfiJ34WP/Ry8+H/D13/VmjFIxqORp+UVwcC2LILSl4WoqapcmY1wO9ew1vkmcS7NAgB7/QiZiH/0CAUD8HlczEb9RzucyXKz6UMTifbVpI3lZiIe48lIXWYSHYMUiSSC6rZwAPhC5pzf7YXMtXPtJFJVlUKjM97DrC66m1iRSQTCSdTqDdip2NzFJLYgg6vHobQuhEST/v4sFYmCSWgfH1wNHCyu7+TP8a52bR92X4Xr3zP6z4RSMP8UrH/ZvHFNMDknOIkWnwEU2H6JtbS4jy0pnVRV4SLyx+CTvyhKNFwu+Ev/EBY/DF/6X2QZoxNpZKl7UgDmd5Y8jsw1aFegnuXyTIRKq2et803iXJp5AHZ6NoSqI3KJDuap0kk0nWgbyUIksuH5CAfGiCv+KptF2f3xQaRIJBFUtiFmUqmZzsw1yL1j7jVMpNkd0O4NSYdP4SSySCS6PCMWLrdzNpfzxBalSDQO5XXT8ogA8nWLRaJW6cSslCuzExCiqruBrn7XeD+3/BzsvCrLg05Brt4hdiASxe0ZRCAGszdg6yWWk0E8LoV7VohE734R7vwRfOLvCrFRR1HghV8Qz483fsv8cUhGZ9CHZpGyYn33qANmnhDH7FsHz12ZSyQBDpxEG62gLffmUiJ42HI8MgeNHAyHlo9DYiOae2xfTTIbC9gzBq3RzgVvmUqrR6V1zh3uBiNFIomgum1eZzOdmSdEm+/e+VRriw2xA5caRySqZ8HtFzvAFuCYBXh0UZabjUNp3fTOZsB4eVqnJZgUbeF7x1t3V5JBfB6X/ffoWXjv98XEdv6p8X5u6Tno1iD/rjnjmmBytQ5xGqj+GLjc9g1k6VnYfhmPS2ElFbKm3OxL/5PIl/mmn3r4e9e+G+Y+AF/6n6X46CSaBUAlj3j321JOMXtDHHO3uOyUuYHEGWgi0b1WwDaRaLvcEuWPkTmRs/aIMnXJBFLbpa/4qBAeb/PdSPwRCMSZRzjrZHj1UaRIJBFUtswLrdbJXAPUc9vhTHdjjDXZa+SEi8iieu9U2Eci5LV/tzC2IOqN5aLl8Qz64u/PRCdRrtYhEfLi81jwyA+KDI6TJnwet4tLmTDvndfFyqAvWtlf+eT4f9dLz4qjDK8em3y9w6y3hWJXHpHO8nPQKkLxDqvpEHfzJk8qC7dh60V49idF2faDuFzw8b8thMdbnzV3LJLR0VzEe4Mo0YCHgNcGYTM8A8EUZN9mMR4g5HPbPzeQOANNJLrdDDBjg4C5mAjS7Q8pNLqHTnu5sThd1PaoedPEAl57no86sWWSfRENIkWio0iRSAKdusgQMSu0Wmfmujie0130glbLP1ZwdT0rJmoWoSgKV2Yc0uFMHcg681GobovflclOIssmgvoivnVyLtG1uSjvZWvWjMdotl8Wz8srnxz/Z9NXwB8/aKMuGZ1crUPa3bIvj0jnILz6ZVYzYe7lTW4U8PqvAwp88IdP/szNTwvb/Ou/Yd44JOPREIuOnV7UlkU4IETs2RuQu4WiKFx2wtxA4gyaRYbeEG3VR8amTCKA7VLroORHDzKWTAm1XYqulC333xHiy4Tb4t6THc6OIkUiyWGrcrOdROkrorvPOc0lKjS0kp2xnERZy/KIdC7PRLht90QwuiiONZlL9FjK6+KYXDXtEvl6xzpL+WOcRABXZyNsFls0u+cwbPf93xfPscvfPv7Pulyw9Ix0Ep2CfL1D0tW0L49IZ/YGeMOw9eJBo4CDVs5Go6pCJLr0bUJ4PwmXG258Ct7/A7HpI7EfrWnFejts7yJo5gnI3gJV5fJMmDt25xVKnEEjT98v8s3scRKJDJqd8v0ikXQSTRW1fbIk7RPRdeJLuKvbxINe2eHsAaRIJBGlLmC+k8jjFwvh/PkUifSuIGPVzlrsJAKRS1RodCk1bOxiorWVpCpf+o+ldE8czSw3q4/Zle8sjCISzWkhqtlzuGB57/dh5fnD/5/jsvQc7L8JXTkZGQc9kwi7y81cbtHlbOslrs1FARNzXja/Kp4PT/3o4z9789PQb8N7XzRnLJLx0JxEd1r2dI86YPYGdCpQ3eHKbITtcotG5xyK8xJjaRZo++wLVV/SnUTlFkTnxRelSDRd1PbYGSQc4SSiVeRq0sWG7HB2BCkSSe5zEpksEgFkrkPufJabFRtdwj736LWzwyE08pY7iRzRxUQXHGWHs8dTWgfFbWp3wVzNWU6iK7NicX3uSs5aJdh9DS5/x+nPsfSsKC/ce924cU04qqqSq3UIq3X7y80Alp+FvW9wNeUBTLyPX/u34AnCje9//GcvfFQEwL75e+aMRTIejSy4fdyru+3dKT8Ir36byzNibiDdRBKaBZpu4cqctWGRHg96CfvcosOZxw+htJwvThPdBnQqbPZi9juJtLn3U7E661Y0ojhHSJFIApVtQDksETKTmetQeF+Ev54zCvXOeKVmraJYDIatLzcDm0WiUAZcXlluNgqVTSGquT2mnL7R6dPsDhwlEl1Mh/C6lfMXXr3xFUCFi99y+nPo4dUyl2hk6p0+nf6Q4KBmv5MIhBts2CNReYeZqJ939024j4cDePsz8MT3gj/6+M/rJWfv/b6YgEvspZ5DDc9Q61j47D2OGU0kyt462EA6d+K8xHiaBSouIRLZ0XlPURQWE0FRbgayI+60oeVPbXRj9j4f4SBq5UawylapRW8wtHc8DkKKRBKobgm3i8eCFoQz12HYOyyxOUcUGt3xQ6sBItaWmy0lg/jtbjHucgkLsSw3ezzVHVNdfHpXPst2a7whIRC2Tw6u9rpdrGXCvGfG4tpM7v0ZuP2HQs9piM5BfEXmEo1BrtbBTxfPsOMQJ5EeXv0SV2cj5oidm18THYie+L7Rf+bmp6HfgndlyZntNHL0AmkAMuPMG4wmnBYl77m3Wc2E8boVc0RNyfmiWaCkRon4PQR99nSWWkwE2aloIlFsQYpE00R9H4B9R2QSCZFo1VtiMFRFmLoEkCKRBISiqwfHmU1G73B2/nKJ8vXueHlEWgtcq51EbpfCWibMbbst5bHFw1JGyclUt039+8vVhEhkWd23ogg30SOcRABXZ6O8f952tNe/LAQCb+Bs51l8BnZeMWZMU0C+3iWG9jxzgpMotih2vreESPT+fg1VNbjD2bufB5dnvC56Fz8mXJzvfN7YsUjGp5Gl5RMike075Vp4tdft4vJMhHf3z9lzV2IsvTZ06+QGEVvvzcVE8HBBLjcVpwtNENxXk2SiNorooDWFUFhSCgDckyVnB0iRSAK1/cPgOLPJXBXHc9jhrNjokA6P8ULVuptYnUkEIpfI9la3Ubkz9FhUVUyMHtW56IzoIpGluzUjiERXZiNsFJu0ewOLBnVGOjWRR3TxY2c/18JTwk3Zrp79XFNArtYhpmhB305wEoHIJdp+iatzURrdATuVtrHnf+cLoqxxnG5uLjesvQD3viSeLRL7aOSpe0T3KDvKeY4wewNyosPZ1bmoFImmnVYRgL1eyFYXx1IiQKHRFXOA6KIIex/0bBuPxEI0QTCrJpiJnHHT7ay4vRCdJznQOlIWZFMRHSkSSaC+JwIvrSAQEy+D/PkKr1ZVlUJ9zHKzAyeRteVmIHKJNks2L8Bji+JFIBcrJ9MqifIQE0Wig3IzK3cMR3ESzUUYqucoRHXzqyJj7Cx5RDrzT4nj/ptnP9cUkKu1RWczcIaTCEQuUekeN2Li7+s9IxfehdvCbXv9e8f/2bWPC3G+8L5x45GMh6pCI0dZy3yx3Uk0ewO6dShvcH0uwlZJdjibaprCMbHdtbfz3qLW4Wyn3NI64qoHZUiSCae6Q88dpErYficRQGyJQHOHsM/N3fw5mZNagBSJpp1BX3TgsspJBDBzTexqnSOqrT79oTpecHUjL7pWnbZV9hm4MhtBVbH3YRdbhF4D2hX7xuB0dKeVyU4ilwKpcUolz0ow8ViRSG8ffm52te/9uSj/WfnI2c81/0Fx3PvG2c81BeTrXZIu7VkWsP55eixaLtG1vtjwMDRf690viOP17x7/Z9e+TRzv/qlx45GMR7sMgy4FhEg0lgPZDHRReu8bXJ3TO0vKXKKpRROJ1ttBh4hE7cPGObLkbDqoblPzzQKK/c9HgPgySmWLi+mw7HB2H1IkmnYaWUC1zkkEottG7h3RIv6ckG9ouS7jOIlaRQilREaLxegdzmwtOdNzdmTJ2cnoLV9j5gVX5+odUmE/bpeF92EwCa1Hi4NrmTA+t4u3d89JydX6n8PC0+ALn/1c0QXR8nfv9bOfawrI1TosBcQz2DFOooWnQXERzb9GJuIztmPUO58X78nk6vg/m7okFlz3vmTceCTj0cgDsN+Pkgh58XlsnmrP3gTFBbuvcV0X5/fOiTgvMR7t/tzshGwNVV+630mkb1TLjrjTQXWbonvGGc9HEOHVlW1W00FZbnYfDviXkdiK1obQUifR3JPQa0LprnXXPCOFehcY043RKtniIgK4NBNGUeB2zkaRSHfHVOVL/0T0343JwdWW7xaOUG7mdbu4Nh/hrfMgEvVasP0KrBpQagZCOJ5/SopEI5Krd1j0ayLROBk9ZuKPiMX39ktcmY0Y1zGqVRIB6de/53Q/ryii5OyuzCWyDa2z6U4/an8eEYAvJJqG7L7GSiqE3+M6Pw5OifE0RSZRSY3a6iSajwdQFNgu31dyr69JJJNNdYeskra/s5lOfBn6LZ6I99ksNekPzo+JwUykSDTt6PW/EStFopvimH3LumuekaLmJBrLFtksQjBl0ogeTcDrZjkZtNdJJEWix1PdARRTRdpcvWuPSNStPTaE8uZCjLd2qsZ3hjKa3ddg2IOV54075/wHIfu2DOocgXy9w6xX64LjFJEIRMnZ9stcnw3zfrZuzH38/n8S2VenFYkAVj8Ozby4vyTW09ACUNth5yyCFj4Ee6/jdilcnYvwjhSJphet3KyMvd3NvG4Xc9GAcBKF0uDyyvniNDDoQ22XnWHKGSI6CJEIeCJYpTdQ2TW6EcU5RYpE086Bk8jicjMU2D8/IlFecxKNFVzdKolyM5u4MhPhtp2hwLLc7PFUt0X3O7fXtEvkax3rLeW6g65VfuTHbi7EKDS6Bx3YHMu21q5+6Vnjzjn/FAy65y7E3w5ytQ4Zdwt8EVP/VsbmwsegXeGbgjvUO31jOpy983nR7OAs99raC+IoS87sQROJ7rZDZOwOrdZZ+JB4F9f2uTYbNTZDS3K+aBbo+hIMcNveWWoxERBOIkWRHXGnhfo+qEPu9RL2h/rraJEPqx7hspPh1QIpEk07db0Dl4Vt2n0hkZuw/4Z11zwj2VoHRYH0OOVmNjqJQIRX38nVGQxtcml4/GJ3SO4MnUxt19TQalVV7Sk309uUP6bk7MZCDIA3nV5ytv2ymEQY6fiS4dUjoaoq+XqHpKt5eF85Ba388IN98S57Z++M9/GgB+/9Plz9y6Kd/WlJXoTEBRlebRf1LKDwft3vLCcRwN7rXJuPsldtU2lJF+NU0izQ9opnqd2L9MVEUDiJQHQ4k/PFyUf7N36/HXeQk2gFgHlF5HXJ8GqBFImmnfqeEDI8FjsN5m6eq3KzXK1DOuzD4x7jT6ZVsjVk9fJMhE5/yHapZdsYiC3Kl/6jqO4cdvUwgVKzR3cwZD5m8W6h7iRqP9pJdGNRiERv7ZwDkWjpw8aeM30FPAEpEj2GSqtHb6ASo+Gc0Gqd+DIk11gsvQjA27tnLOHZ+AvoVM5WaqZz4Zth60WZS2QHjRxqKE2tqzqjvTMcitK7r3FtTjS2eE+WnE0nzTx1l3j3juWON4GlRJCdSpvhUNWcRDKTaOKpbgE4y0kUzoDbT7SzT8Dr4p4MrwakSCSp7VsbWq0z9wEo3Ibu+fhDzNXazETHWGj3WtBv2VtuNqt1OMvZOBGMLspuFY+iumOqk2i/Kspf5uwSiR7jJIoFvKykgs4Or24WRci+kaVmAG6PCD6W4dWPRC9FjKg15zmJANY+jnfrL7iQ8J39Pn7nC+D2w+VvP/u4lp4Ttv7K1tnPJRmPRo5eMAPgHCdRICYc3LuvcU3rcCZziaaUZpGKEiMZ8uIdZ+PTBJaSQbr9IYVGV8yFZLnZ5KNtHO+oKVu76x1BUSC+hFLZYjUdlk4iDSkSTTv1PYhYmEekM3sTUCF3y/prn4KxS3a07hF2lptdndVa3dqZPRBbgKp86R9LtymcNjHzOpsdikRWB1ePVm4GIpfobSc7iczII9KZ/6BwEkm3x4nk6kIkCgzqznMSgQiJblf4ZDrP22cRiVQV3vmcyBPyhc8+ruXnxHH7pbOfSzIejRxtXxrAOZlEIErOdl9jKREk6vdw66zON8n5pFmgaHNnM53FeBBAlJxF56Fbh7aD5wOSs1PdYeAJUiXsiHvwgPgKlDe4mA7JTCINKRJNO7Y5iZ4Ux3NScpatdZgd52HW0kQiG51E8ZCX+ViAd/ZsnAjGlkSXnb7Dg4ntQN8x0wLzzCBbFb93pzqJQOQS3S00aHb7Jg/qlGy/DCiw8LTx5569KX5HWtCt5GF0J5GvV3Wmk2j1WwF4wXuLe/kGre7gdOfJvysca0aUmoFw67r9sCVFIsupZ6l7xDPQMU4iECJReR2lXebGQszZDk6JOagqNAtkB/Z2NtNZTNwvEmmuallyNtlUtmgH5gDFOZlEILL8yuusZSJsFJv0B0O7R2Q7UiSaZlRV2NHtcBIlV8Ebgv03rb/2mAyHIjh1rBeqvji20UkEcH0+yi07RSLZ4exkqtviGDXfSWR9cLXWpnxEJ5GqYu99+ih2XoGZ66Jcw2hmronjOXFU2oEuEnm6VWc6iWKLkLrMzc5rDFV497QlPO98Xhyvfbcx4/L4hCggRSLraeSouJwRDHwEPbx693VuLES5tVsVWTCS6aFTg0GX3V7YEQv0JU0k2i63Dl3VMqJgsqnuUPWJZkljbb6bTXIVGjmuJhV6A5VNO/NcHYIUiaaZZhGGPXucRC43zDxxLkSishacOtbD7KDcLGnOoEbkifkot7N1enYp4vpLX5acPUzVfCfRXrVNKuzD7zlDp6TT4HILoaj16OBqgJtaePWbTiw5U1XhJFo0OLRaZ+YJccy9Y875J4BsrUPYM0TpNZzpJAJY/VYyhZdxMTx9ydk7nxeL+JAiOmUAACAASURBVLiBz4Pl52D3VdE1TWIN3QZ06+RJoCiQGqcjqtksPiOOWy9yYyFGoztgs3Q+ciElBtEsALDZCTrC5RYLegj73EIkisr54lRQ3abomXHe8zFxEYAnAmJz807OxqgOhyBFommmrlk67XASgehwdg5EomxNuDFmxwmudkC5GQgnUXcw5J5d9bUH9mG5M/QQupPI1EyiMcskjSSYHMlJtJQIkgh5eXO7YsGgxqSyKUrBjO5sphNdAF9UikSPIFttcymqiRy6Q81pXPo2XN0q3+K7fTqRqFGAra/BNYNKzXSWnoV++1y8ZycGrVRmbxgnGfLZHgx8hGBSCNObX+PGwjnpLCkxFm0Dc7/vjDwYRVFYTAS1cjPpPJ94Bn2o7ZElTSo0Zsdos0muAnDRJcr/7+RkLpGD/nUklqPX/drhJAKRmdDMQz1rz/VHRC93OG/B1SBEIrCxlEfv3FWVItFDVHfEoteIkNoTyNba1ucR6QSTh2LpI1AUhQ8uxXlty4Ei0UFotUkikaKIkrO8FIlOIlvrsBrS8qqcWG4GcPW7wO3nr4Zf5u3TPGvf+4+gDuG6QaVmOsvfJI4yvNo6tHnVVi/mCKfGQ6x8BLa+xvW5MC6Fs4WtS84fmpOo5JDgakATidrgC4k5kRSJJpdGFtQB28OUI8odj6A5iSLNbVJhH3fy0kkkRaJppr4vjnY5iWZviqPDdzn18N/xgqtLInPJa9MCXePKbAS3Szl9TsZZCcTF70Hahx+mtnvotDKJ/Wrb+s5mOsHUSE4igA8tJ3h3v3b60F+z2HkFXF4haJvFzBOQe9e8859zsrUOK0Et+N6p5Wb+KFz9S7zQ+zK3dsuo43are+dzYhfd6HD0xAUIz8hcIivRHNr3ujEyUQeVUugsfwRaJQKVu1yaifCW7HA2XWgiUYGYY0SipaTmJAIxJ5KbipNLRTjo7/USjrn/DghnxHqlvM6lTJjb0kkkRaKpxnYnkdbhzOEikd6CeezgapvziAD8HjdrmbB9TiJFEYsfWW72MNUdU0vNBkOVXK1jn5MolDqYkD6OD60kGAxV3txxmJto5+sw/wHwmDiZyVwTC8sR8pumkWy1zYJPlPw61kkEcPMHifXzXO28LfI1RqXfgdt/KAKrFcXYMSkKLD0nRSIrqYnNt/daYYc6iZ4Xx82vcmMhJp1E00YzDwgnkVOcHEuJIIVGl3ZvINYj0kk0uWgxC+93YmQiDhPRFUWUnJXucWkmLMvNkCLRdFPfF3kYJpa7PJJwRriYsm/Zc/0RyVY7hH1uwn7P6D/ULNpeaqZzfT7KO3Z2jorJnaFjqe2Z2tmsUO8wVGHWNpEofVh2+Rg+tCyyZhxVcjYcws5rh2GvZqGHV+elm+hB2r0B1XafOV0kcqqTCOD6dzN0+/g+91fHC2G/+6fQrcN1g/OIdJaehcJ70JZigCXU91Ddfu7WfY5ZhB8hfUVsYG19jRsLUbbLLSpNGWw+NTQLDBUPNYKOcXIsJsQcRXQ4WzzcwJZMHtpa4FbDOeWOR0hchNI6l2Yi5OsdKq3pfjZKkWiaqe1B1KZSM53Zm7D/hr1jeAy5emf8h1mrCCH7nUQAT8xF2Sg2aXT69gwgtijLzR5kOBS12SaWeu5rZZLztmUSpaBTHamz0mwswHwswOtbDnLTFO9Ap2KBSHRNHHO3zL3OOUTPg8u4NWeOk51E/ijq5U/yPe6v8cbWaGWWALz6b8TfyqVvN2dc+v27+5o555ccpbaHGpml1Rs6cxHkcomsqs2vcVMLr357TwqIU0OzQNMTx+1ykQw5w8mxnAwBsF3SwqtrezB0WOm5xBiq26ieAHu9kDNF9ORFUW6WFvfktHc4kyLRNFPPQsSmUjOduSdFZx8HvxCy1fZ4nc1AKzdzhpPomhZebVsuUXRB2IeHQ3uu70SaBRj2TS313K8K94VtmUR6Z78R3URPLcd53UlOop2vi+OiSaHVOomL4PbLDmfHoHeWTLg027eTnUSA+wN/hQWlSOf2n432A60S3PoP8MEfBo9JC7ZFLedIv58l5lLboxucBXDmIghEeHXuFk8mxTtZlpxNEc0iNXecdNiH22VweespWU4GAdgqtcScSB2IrqKSyaO8QS+yBCjOFNETF6Fb54rWUXXaS86kSDTN1B3gJJp7UrToLd6xdxyP4FROombREZlEAE9oIpFtJWexJRj2DmrhJRyEm5rqJKrpIpGN5WYwUoczELlEd/MN59h7d14BT+CwHMwsXG6RSyRFoofQnUQxpSkCJc0SUoziie+j4Y7x0exvjBZe/cZvw6ADz/y4eWMKZyC+AruvmncNySH1fZr+GWDMHEMr0XKJMuXXSYd9UiSaJpoFyg4KrQaYjQbwuhW2Ss3Djrgyl2gyKW/QCi0BDhXRk6sArChZ3C5l6jucSZFomqnt29fZTOcgvNq5JWe56pgikaqKHeKQM5xEK8kQYZ/bvomgHs4sc4kO0cJNTXUSVdq4FEiHbVpYHziJRguvfkrLJfqGU9xEO1+H+afAPUYW2WmZuQZ5KRI9SFYTicLDuuNdRAD4wtxZ/VE+ob7I3p0R3mmv/hvROW/+KXPHtfi0dBJZRW2Xmls8+xy5CALhjnR5UDa+zI2FGG9JkWh6aOQpDCOOujfdLoWFeFBzEunzRSkSTSTlDcp+IQQ6Sag8IHkRAG91nYupkHQS2T0AiU10atBr2C8SZa6D4oZ9Z4ZXt7oDap3+eA+zdkXYZR1SbuZyKdxcjI0XpmokUbkz9BBWOImqHTIRPx63TY953Uk0arnZkhABXnNCLtFwIDJclkwuNdPJXIfyBnSne0LyINlqB7dLIdCvOjuP6D7cz/80PTz0/uyfPfqD2Vuw/TI8/WPGdzV7kMVnhFu3NUZWkmR8ei1oVyi6xLvfkYsgAH9E5BLd+WNuLsZ4d79OfyDLwaeCZoH9fthx9+ZyMiicRLpIJDviTh6dGrSK5D1i3uskofKAhBCJRHi17HAmRaJpxQInw0h4A5C+DPtv2juOE9DLHWbHeaHqE3GHOIkAnlyM89ZulcFwhBIIo9Htw1rrSwmH3TvMdBLV2vaVmsGhSDqikyge8rKWCfPqpgNEotw70GuaH1qto4dXF9635nrnhGytTSbiQ2lXIBC3ezgjcfnSJX53+AKL934P6o/I1fjTfwJuH3zwR8wflAyvtoa6mFdl1SQuBVJ2uThH4dInYOdVnkoP6PaH3MlP92JoKhgOUFsldntOFYlaEJkVG8eyw9nkUd4EYFeZde7z0R8RG5xl0eHsbqFhz7rJIUiRaFqxwMkwMnNPQtaZIpEenDrWC1XPYHFIJhHAk4sxmt0B9wo2TAT1l760Dx9S3wd/HLxB0y6xX+3YF1oNhyLpiJlEAB++kOSV9dJoeS5mYlVotU5GE4ny71lzvXNCtqaV+rbK56PcDPB73PxR+q/iUvvwxb8ryo8f5J0viDyiF34BIjPmD2pBhldbgrb5tjOMkwr7HRMMfCyXPgGoPDMQZZEyl2gKaJVRUMkNo+NtfFrAcjJEttahPUCsS+R8cfIobwCwMUw7+/mYXIXSOldmInT7QzaLTbtHZBtSJJpWLHAyjMzsk1C6Bx3nBYQdOonGcGQ0NSeRQ8rNQDiJAN7YtiHvxeUWL31ZbnZIzfzQ+GzVZieRNyjChkcsNwN4bjVJodHlXsHml/LO18EXgfQVa66XugQo0kn0ANlqRzx72+VzU24GkLl4k3/Bj8A3fhO+9ktHv9mpwX/4eZi9Cd/y31gzoFBK2Oh3ZHi1qWjvuPVOjEzEgbvk97P0LPiizBe+gs/t4i27ytEl1qE1DympUUc6iQB2yi2RYynLzSYPTSR6v5t23P13hMRFKN3l6lwEsLEztAOQItG0otmineEkuimO2bftHccx6MGpp3ISOajc7OpcxN6JYGxRlpvdT93c0Phuf0ih0bVXJAJh2x2x3Azg2YvCfffSvdGFJVPYeUW4L1wWvSK9QUisQP5da653TsjWOmLH+xw5iUCEsP+v7e+nsfZd8MW/B6/8CrSrIoPo135YhPh/6p9b261t8RnpJDIbbV51pxNx9iIIwO2F1W/FffdPuDoXkeHV04D2Li4SHW/j0wKWkyGAw/Bq6SSaPMrr4AlwuxlytoievgLlDa5mxDP8vazzDAxWIUWiaaW2B26/M0qi9A5nDiw5y9VEcOpYHaJaznMSed0urs9HeWPHps5RMfnSP0Jtz9w8oqook7S13AzE82UMJ9GVmQixgIeX120M2O13Ye8NWLIoj0gnc02Wm91HfzCk0OgwF3FDt3aunEQfXEqg4uKPb/5DmHkCPvNz8E8uwf/1HeLf+NP/Byw/Z+2gFp8Wk/Qx/h4lY1LbA5eHO3U/M04MZX2QS5+A4h0+lm7w9u707pZPDZpIVFKdWG4mnETbZU0kks7zyaO8AYkL5OtdZ4vo6SugDok0NllKBHlnb3qfjVIkmlZ0J4PZXVVGIX5BlHY4MLx6vyqCU13j1M7qk3CHBa1+YEl0OLMl7yW6IIMIdVTVdCfRTrkFwFIiZNo1RmJMJ5HLpfDhi0l7RaLsWzDoWBdarZO+KsrNhrLLEECx0UVVYSnYE184R06ia3MRQj43X9vpw898Cf6LL8JHfxa+8x/Af/0qPPPj1g9KzyWS4dXmUdtDjcyRbfTIOHkRpHPpEwC84HmTfL1zkMEomVC0d3FBjTJr9wbSA8zFAnhciuhwFlsQJca9lt3DkhhJeQM1cYFcveNsEV2PGSi8z9W5iCw3k0whFmSijIzLJfIZ9t+yeyQPsVdtsxAfM1y4VRQCkdtjzqBOyc3FOOVmj52KDRPB6Dx0KrLFN0C7Av32YatXE9ipiMnVYsIB5WZjBFcDPHcxyXvZOuVm16RBPYaD0GqrnURXREc1mcUAHJb6Lvi059U5chJ53C6eXknw0npJvN8ufBS+6x/Bx/82+KP2DGrhQ+IoRSLzqO8xCM3S7Q/tL/UdhZnrEJnnRvMVAOkmmnQ0kajnTxLyOWt+6nYpLCaCh+VmIMpyJZNDeYNuZJluf+hwJ9FlcSy8z7W5KHdyDfqD6dy8kyLRtGKyk2Fs5m6KcjO7uxo9wE65xUJ8zMleq+SMMr4HeHIxBtgUXh1dFEfpJjrMAzOx3GynLBbWiwnzuqeNRCg1lpMI4NmLokzzlQ2b3EQ7XxeuleSatdeVHc6OoLsaZr2aSHSOnEQgxM63d6vUO327hyIIpYRrV4pE5lHbpxXIAA4o9R0FRYFLnyCV/QsUhvZ3OFNVuPfn8Ln/Fn7jr4v8rjt/Yu+YJolGgY4SIB61Sah+DMvJB0QiOV+cHDo1aBWpB8VaIONkJ1EwAeEZyL/H1dkI3cGQ9SntcCZFomnF5EyUsZl9UogrDqpDVlWV3Uqb+XFFonbFkQuaG/MxXAq8aUd4tX6vyZf+4e/ARJF2u9wiHfYR8LpNu8ZIhNLi72Ew+kL5Qytx3C6Fl+7ZJRK9IlxEVpfipq+Ko+xwBojOZgAptzY5O0dOIoBnV1MMVXh1o2z3UA5ZeEqKRGZS36PqESLR/HlwEgFc/nZcrQIvRPftFYne/iz8y4/BL38vfP1fi0Yme2/Av/4hEfwuOTvNAhUl5lgXhxCJmqLRCThqPSA5I+VNAIoesRZw6j14QPoqFG5zbU4Iqu9NacmZFImmkX5H1PtGHCQS6eHVDio5q3X6NLuD8Z1E7SoEYuYM6gwEfW6uzEZ4fcuGRcvBzpB86VvjJGrZ7yKCw/D21uiCT8jn4cnFmCjVsZpeSyxOlj5s/bWj8+CLSieRxr4mEiUUrUTVgcL7o/jwhQQuBV5ad1BQ9MLTULwt3lESY+l3oVmg5BLPvHNRbgaw9m0AfH/klj0u49o+/Nsfh1//cVCH8Kl/Ab/wPvzNF+FvfAXWXhDB7y/9v9aPbdJoFkRnM4fem8vJEPvVDp3QrPiC7Ig7OZQ3ANh3i39bRzuJQJScFd7jymwEgHf3p7PDmRSJppGDRarDys0A9t+wdxz3sadl98yPm0nUrjgutFrnmZUkX98oWx9efeAkkiKRFU4iIRI5YCIY0kSiMUvOPrKa4tXNMu3ewIRBPYK9N2DYtz6PCIRzKXMF8u9af20Hsqc1DfB2NUHDoc/Uk4gGvFyfj9kbwv4gei7R3jfsHcckos2r9odCzHRaMPCJxBZg5gk+on6DO/mGteWR1V34f/4yvP8H8MlfhJ/9M/jwXwOf1nAhEIcf+024+C3wR/8YutNZ8mEUarNAduC8zmY6eoeznZZP/Ntr7hPJBKCJRJvDGeA8OImuQCNHeFhnORmc2vBqKRJNIzVNJHKSkyiYFLk1Wec4iXY1kWh8J5FzRaIPX0xQafW4m7c4QDoQB09QlpuBWEx4Q6YF2KqqynbJIU4iXSQaM7z6o5fSdPtDvm51qY5dodU6eoczCXuVlij1bWv3wDkrNwORS/TKesk5oZcyvNo8tA2QzUGCVNiH32Nzqe84XPoEy7VX8ald3rKqHL2eg1/5FDRy8JP/Hr71b4Hb+/Dn3B749r8PjSy8/MvWjG1CUZsF8sOIg0UiIQ5uFpuQuHAgLEgmgPI6eIJsdcO4XQr/P3vnGdjGeWXtZwCwdxDsVWwqVLG6ZVnuvcZ2YjvVSTa9Ook3fdebOG3Tk8/JpjqxncSO48Rxr5JcZfXeSUkUeyfRQRLAfD9egFShJAIYADPAPH/GBoGZSxEYzJz33HPzM6b5rKsJS6D9f1i0nLXoTiKdpMERdDIUx7eOUylpVlW7WW9gQlTIItGYDdLUKRItrhaB2ttjffMtSWLFUncSiX+D7JKoZd7Y3F6c4z4qVCESFYptiE6i5bPMGCTYeDS010VM11bIKobcitgeN4ilCawd+oo5QqQvzc0A9ygY0yBFBe/nEFlWW4Bz3MfBXpWsQuaUiMUhXSRSHmsnAEfH8rTTahak7hKMPg9LDC3siUXLmWsYHrpZOEXe8xhUrTj782tXQ+0aeOvn+lj0SHAOMiLnqNblVmUW5/jOETfk1+giUSIx2g751fTbx7Fkp2IwxDjzMVQKG8R2sJXGkmyODjqYUMtiTwzRRaJkJOjmUFNwNYiWs4GD4JuIdyWAuEmRJCjOCeGCz+eFcYdqnUQNRdnkpJnYEY/JUTllwl6e7Nj7ovrZ6xoVF9HqcBIFRaLQnER5GSk0l+fFXiTq2CxuWGIdWh3EErgw0d1E9No8QqD3jGrSRQSwrFY46VTXcta7O95VJB6Bcd2H3LmUqvQm/IzUXgiSkavSD0Q/l8g9Cg/fIs5x735ECEAz4eKvCBfutgejW1+iMuHBMOFkWM4J7Zo2hpTkpJNqNNA+7JoSiVQ28VgnTIaOQEEtffYxbYT6F9SCZIChVmaX5DDhk2mLdQeGCtBFomTE0Sfe/FlF8a7kZErmg39CNTdIvVYPluw0Uk0hfEzG1J2fYTBInFedH/s2HhDCiO4kEk6+KOcRgUpEoozwMokAzq8zsyOWuUSOARg5BpXLY3O86dAnnAHgHvcx6poQ7WbuUc2FVgepyM+gPC+dTcdiLHaejbJFYjFGd6spi60bUjI5YjNpz0mUlgOVy7nUtDe6TiKfFx65E/r2wR1/gfpLZ/7aWWugYins/nv06ktkAi3fI6g3k8hgkKg0Z0y1m004Q15g0lEhfp+4pilqos/q0cb50ZQmhMqhVuaWiUFE++M5/TFO6CJRMmLvFQKRQWU988XB8Op98a0jQI/VE14eEahyulmQxVX5HOy14RqPYUAlCCeRvVdfGYqyk6jbGhSJVPBFnJopsqhCzCSCqVyi7bFyvXVtFdtztT5EE3Od2A4fiV8NKqDXFhgakKttJxHA6gYLb7UO4fOr5LxXtkhMkVJR/l9CYOtCzq1gyDWujZugU2m8gtrxw9gGOnBGK7z6rZ9B+9tw86+g6arQX994lciN04WD0HEOADAk56rWSQRQVZAZcBJViwdG2+Jaj44CjLaDbwwsTfTZNSISgWg5C0w4SzUZ2BervDYVoYtEyYijL6pOhrCxNIHBpBqRqNfqCd0WOSkSqdNJBCKXyC/Dro4Yj7vNKQOve+rfKBkZd8K4Paqfv65RN6lGA5YslawWZprDuqifyiWK0Q1Bx2Zx/ik7LzbHm47UTBHgP3Q0fjWogJ4T8+A07CQCWNNUhNU9EZusl5kwGV69M751JBq2bsYzS5FlhANOazReDcDFhl3RWTHv2Q2v/i803wqL7ghvH3WXAjIce03R0pIC5yAAVkM+uRmmOBdzZqrNp4pEei6R5hlsAWAsv55R1wQlWmnHtTTC0BFSJJhdksO+bpV8h8cQXSRKRuy96ssjAjClCqFIJSucPVZ3BE4i9YpE51WJG64dHTHOyQi+55K55SwGeWDdox7K89PVEwyYaQ6r3Sw3PYX5FTHMJercIlpeg+OX40VhfdI7ifqCTqK8dHFO1bKTqF7kcr3ZMhDnSgLkVYpponp4tbLYunCkiWEgmsjcOJXSBfiyy7jMsIM9nQrfDPm88O9Piu+C638S/n4qlkJaLhxZr1xtyUJAJCKzEClemXszoNqcidU9gTWtTDygi0TaZ/AwAAOpNQDacRJZmmDCBdZ2mstz2ddtQ06yTghdJEpG1OokAtFypgInkXPMi83jpTQvxFyXYCZRmnrbzQqyUqmzZLH9eIxziXICX/rJLBI5+sQ2mk6iEZc68oiCZITnJAJYVVfIzvbR6LdG+rzQtS2+rWZBzHUi5DGJ6bGeKBJp20lUmJ1Gc3kub7QMxrsUgSQJN5EuEimHzwv2XkZMIudRrdOjzookYWy6ijXGvRzoVPi9uvef0LcXrv2hEIrCxWgSU86Ortfb1kMl0G5mzFXZVONTqDKLRZp2p0mc93WRSPsMHoZMCz1e8bfVjEhU0iy2fftpLs9l1DVBd+DaJFnQRaJkw+8TXxZqdBKBmHBm7Yh7S1IwEyMRnUQgRjNvaRuObU7GpJOoN3bHVBsxcxKpSCTKLAzLSQRwYaOFcZ+fTdFuOevfJ1aMKlUgEhU2gGtQtFklKb1WD3kZKWSaDOCxadpJBLCmsYjt7SPRy3oJlbJF0LcfvOPxriQxcPaD7KNfsgAadRIBNF1NNm6RG6QUfj+8+VOxADj3psj3V3+pEA6Gk7slN2ScA0xgIjs3ApEuBlQHRaJhFxTU6CJRIjDYIvKIAvdVmhGJiueKbf8+5pWLe7r9SZZLpItEyYZzQIRWqtVJVDJfbPvi23LWe+JKdihoRCRa3WDB6p6I7QlPdxKd4CSKjkg04fPTZ1ejSBTeyvTyWjPpKQZeOxzlVp2OzWJbFcfJZkEK68U2iVvOJocGjFkBWfXn03OxptHChE9Wz5SzskVikujAgXhXkhjYugHo8hWQajRgzkqNc0FhMutivFIqs20bsHsmlNnnwWfENL01XwKDArccdYGJaEf1lrOQcA4yTC7FuSq6NpiGKrOobzKXSBeJtM/gYbA0Tt1XaUUkSssRE8769jOnNAdJIulyiXSRKNmIgZMhIoITzvrj23IWbHcI3UkUbDfLUbgiZVkVyMl460gMWyBSM8XNni2JRSJ7LxhSIrPcn4VeqwdZhgo1TDYLkmUR4qkv9JuO9BQjK2cV8nq081w6t0BWsbggiDfmgEiUxOHVvcExuUE3lYbbzQCW1hSQZjLw+mGVtJwFw9n1ljNlsHUB0DaRT3FumqozX85KWja20pVcZtjB7g4FnIyyDG/8WLTQNt8S+f5AiOh5VXouUYj4HP0M+HMpzlF3K2ROegrmrNSASBRwEumthdrFNSwWCS1N9NvHSDMZVB2cfholzdC3j6w0E7MsWUk34UwXiZKNKDsZIiavEtLyVOAkEtN1QrZFeqwij8hgjEJVylGck05TSTZvtcb4piWnTHcSZZeIXJAo0Dki3reqcxJB2C1nFzUVcXTASeeIS8GiTqFjk8gjUsPNXUEtIOlOomAeEWi+3Sw9xciq+kLWHexXR/BlwSxIzdFFIqWwCpHosDtXO60UZyBjwc3UGXrpOLgl8p21rhXvsQu/oNw1kSSJXKL2jbp4EAJe+wBDcq4m8rKqzJl0BJ1EE66p0G0d7REIrQ62m5XkpmtLRC+eB0Ot4B2juTxPbzfTSXCCIlGOStvNJEnkEsU5vLrH6sGclUp6SogXNh6rZlojLqi3sKVtmDGvL3YHzSnVM4mi+NlrG3ICUFuYFbVjhEyWyOkI90Lvokbx+qgF/9p6YKQNqldFZ/+hkpIuVsqTNLx63OtnyDkmWn0TxEkEcO38UtqHXepYiTQYoGyhLhIpha0LTBkccaRop5XiDGQsuhUfBnJbn4psR7IMr/8Icith4Z3KFBek/DzhTkjmBadQcQ4wRG7ow1jiQLU5c6rdDPSWMy0zKRKJdjPNnR9LmkH2wcAhmstz6Rp1M+JMniw/XSRKNuzRn64UMcXzoH9/XFeJesI9mY3ZVD3Z7ERWN1jwTPjZ0R7DgNycsuQWiRx9UXXxHRt0kmoyqMxJFBCJwswlaijOpiwvndejlUvUsVFs1SISgWipGGqNdxVxod8uWiYTyUkEcOW8UowGief3quTGtmwR9O4Vk7l0IsPWDbnl9NnGNO8kIquQw1nLWGRdi+z3h7+f42+Jc+vqz4NJ4YymskViq4ucM8boHmJIzqU81AiFOFBtzqBr1I03p1I8MHo8vgXphM/gYTCmQX41/fYxTTjZTiI44axfTDgD1LHQEyN0kSjZcPSKVVmTij+oJc1CbLF2xK2E7lF3eDfaGnISrawzY5BgQyxbznJKxXswkotPLRNlJ9HRAQezCrMwGlRk543QSSRJEhc1FvFm6yBeXxTeN+2bwJQhnBVqobBetJslYTvF1NCAjIRyEpmzUllVV8hze3rV0XJWtgi8bhhqiXcl2sfWjTe7DOe4jxKt3QRNw9CsG6mgn4FDG8Lfyes/FjlvS96vXGFBDsqlzAAAIABJREFUSuYDki4SzZRxJyafmyE5N/RhLHGg2pyJzy/TawhcK+lOIu0y2AKFDciSYbLdTFOY64XI1beXhRXiOmRXZ/JMntVFomTD3qve0OogQeU2jrlEXSNuKgvCEYlGIV0bTqLc9BQWVubzZixFouwS8HvBPRK7Y6oF7zi4h6emvEWBo4NOZllU1GoGkFUktmFmEgFcPLsIu8fL9mi43trfhsplYExRft/hYq4XgrNrON6VxJyThgYkkJMI4LoFZRwbdHKw1x7vUqbcGN074ltHImDrwpUubmi1cBN+LvKXvIMx2YRj29/D20HXNjF9bNWnISUKrta0bLA0Qs9u5fediDiFC9dhKiAnXUXfc2egypwJwHGHATLMoh1cR5sMHAJLI/YxL65xn/bazYwmKJoNffvJy0yhoTibbceT5/5FF4mSjWBwrpoJTjjr2xuXw9s8E9jHvJSHMyHKY9OMkwhE3svOjlGGHGOxOWDwvedIwpYzR3RbPb0+P+1DLuqKVCYSZRQAUkThkxc1FZFqNLD2QJ9ydQGMOaB3D1Sfr+x+I6UwMOEsCcOrp5xE6UIoM6RASmacq1KGq5pLMEjw/B4VtJxZmiA1W9zQ64SP3wf2HkaMQgyvLND+e7WpupLX5cUUHX9O/H6h8vpPhPtv+X8oX1yQUj1Ta8YEvnvlYOu3yqkOikRDLjEZLwm/BxMCjw1GjkHpfPpt4ntdc+1mIIwL/cK0sKQ6nx3tI+pwA8cAXSRKNux96ncSpeeK0Ze9e+Jy+K7AhKiK/DAu9jTUbgZw9fxS/DK8vF/hm+8zMSkSxeh4amIyND46n7+OETdev6w+J5HBCJnmsDOJALLTTKysM/Oy0iJR11YRSlilMpHIHBCJkjC8usfqITPVSE6aSbSbZeSrY+qcAliy01g5q5BndvfE/yLTYITyxbpIFCnOAfB76UFMcawyqygPLkxSTQZ25F9JzsSgmFAWCn374NCzcP4nIS0nOgWCcMLZOsEZvkM1aQiIRMac4jgXMjPK8jJINRo4PuwUYvag3hKrSYL3cKWL6LOJhWjNtZuBMC7Ye8A1zNKaAkZcExwbdMa7qpigi0TJhCwLB4fanUQg8kHiLRKF2m4my5oKrgaYV5ZLtTmT5/fGyNkTFEjsSSgSBQO7o/T5OzboAFCfkwhEeHWEY2yvnFfC0QEnRwYcChWFGKOMBFXLldunEhTUgGRMyvDqYB6cJEmB9t3EaDULctvSSo4OOtl4VAWthBVLRXj1hCfelWgXWxcA7d580kwGirI1uFI+DeMN19Iv5+Pf8ofQXvjGT4VDbcXHolNYkGC7ZK/uJjongXazjHxtiERGg0SVOYO2QSdYGsQN+pgKWnR1QqM30A5atmjKIaxFkWiyNXs7S6oLAJKm5UwXiZIJ9wj4xtXvJAJhJR4+Gpcvhm6rEIlCbjcbd4Ds15STSJIkrp1fylutg1hdE9E/YHbgIiUpnUQBkShKn7+jA2Jlo86SHZX9R0SWJaJMIoDL5wpxTdGWs/aNIgRVbZ9ZY4oQipLQZt8x4qIqKNC7R9X3t4mQGxaWkZ+Zwl82qmBiT+Uy8E9MXczrhI61E4AWTx4VBQFxMwFYXFvE332XILW8NPPg4KEjsO9fos0s0xzdAoODBvSWs3Pic/QDkGWOXh6i0syyZNE26ILCRvFAEi6YaJ6eXWJRNKeEPrsQiTTpJKpYCpIB2jdRX5RNbropOvmYKkQRkUiSpGskSTokSVKrJElfnebnaZIk/T3w802SJNUqcVydEIlyJoqilC4AZGFdjjFdI25STQYsWSGuCHqsYquxm5prF5Th9cu8onQrz3Sk5UBKFgQuWpIKe5/4ogkGOSvM0UEn+ZkpFGQpPG5YCTILI3YSVeRnMK8sl1f2K/Te8XmhcwtUr1Rmf0pjrk/KdrOOYddUrotnNGFCq4Okpxi5fVkVL+7rpc8WZwdPxVKx1VvOwicQqrvbkU9VAuQRBVk+q4BHvZeK/9n+0MxetPZbYEyFVZ+JXmFBMgogv1oXiWaAe6QPp5xGsbkg3qXMmNrCLNqGnPiDIpHecqY9enZPunD6bWPkppvISDXGuagwSMsWi4kdGzEYJBZXF7BddxLNDEmSjMCvgGuBecC7JUmad8rT/gMYkWW5AfgZ8L+RHlcnDOzRdTIoSmlglSgOLWedo27K89IxhDpG3GMTW41MNwuyqDKP8rx0nt8bozDV7OIkDa7uFQKRITpfkscGnNSpLY8oSJYlokyiIFfMLWbr8WFGnOOR19S3V7j/qldFvq9oUFgv3JTxzq6JIVb3BDaPdyrXxZ147WYA711Zjdcv88jmOI92zi2HnHLo3BrfOrTMSBtkFHDYKoU3EVWlFOekk1JYw+6MlUIk8p3DaXzoBdj/JFz0n1OO4WhTtkifcDYDxqy9DMm5mpq8V2vJYszrp8dYJhbXdJFIW0y4YeDg5L1cr9WjTRdRkOrzoXMb+LwsqS7gcL8dmycG3RdxRgkn0QqgVZblo7IsjwOPAjef8pybgQcD//04cLmUKJ5cLTHpJNKASJRbLkZfxsEG3z3qDj2PCDTrJJIkiWvml/F6yyBWdwxOejmlSeokim4e2NFBB7PU2GoGIpPINRzepJwTuHKegkHrHZvEVm2TzYKY64WIlUSflY5hF8CUIyMBnUQANYVZXNxUxCOb2/FMRPaZiJjKpSLAXSc8Rtrw5dUw4pqYHN2dKKyYZea37svEtePWP535iWMOeO4eKJoDF3wudgWWLhQtuePJESIbLn7HAEPkUZanHREzOICjbdQrBtkMHo5zRToh0b9fDAUJOIl6rG5NiZSnUbUSJpzQt5elNQXIMuzqSPyWMyVEogqg44T/7ww8Nu1zZFn2AlYIjILQiR2TTiINtJtJkmg5i8MqUdeIm4r85BGJAG5dUsG4188/tnac+8mRkl089V5MJuy9UXPxOce89NnG1BlaDcJJhCxy0SJgfkUuNYWZPL27O/Ka2t+G3ErIq4x8X9GgsE5skyiLoXMkIBKZM8HvD0yLTDyRCODjF9XRZxvjj28ei28hFUuFG0afEhUeI8dxZolzSCI5iQCW15p5ztOMs2INrPvOmQXrdd8Bawfc8HMwxbDduWi22OoCwlmRXEMMyTmUhZqzGUeCItGxwcCEsyT6HkwIgm2ggeywrlG3ts+PVYFYgo5NLKrKQ5KSI7xaVcHVkiR9TJKkrZIkbR0YGIh3OYmHo0/kwURzLKmSlC2E/gPntjkryJjXR799jPJwRKKxQLtZmvZEovkVeSyrKeDhjcfx+6Pc3pKdpE4iR18UJ5sFQ6tVKhJlBtYEIswlkiSJGxaWseHIEIOOsfB3JMsitFqtLiKAwgaxTaLw6s7AZMmqgkwYt4tBAAnoJAK4oMHC1c0l3L+ulZ7AsIS4ULFMbPVcotDx+2C0naGUcoCpLK0EYcUsMyDxyqx7YMIFL/3X6U86/BJs+j9Y/lGoiXHrriUgEg3oItHZSB0bwmrIJyfNFO9SZkxpbjppJkNgwlmjEIn8/niXpTNTenaJBfP8GtzjPgYd4+EtvquF/CrIrYD2jeSkp/C3j5zPBy+ojXdVUUcJkagLqDrh/ysDj037HEmSTEAecNqylSzLv5NleZksy8uKiqIT7prUOPq04SIKUroQfGMx7UUOjmlMNicRwF0X1HJ8yMWrh6Ms4GQXw5hV9CwnC36fGEMbrclmAZFolqqdRCiSS3TjonJ8fpnn90bgRhttF2N11SwS5VWJENgkCq/uGHaRk24iLzNF5BFBwjqJAL55/Tz8ssz3nzsYvyLKF4vMD73lLHRs3eCfoFsS11VVWl4pn4ZqcyYluWmsHciD1Z+H3Y/Czr9NPcHWDf/+hAh1veo7sS/QXAcGEwweiv2xtYIskzUxwliaWVOT9wwGaTK8msIG8HqEW01HG/TsFvdwkkTXqLjW17yIXrUCOjYDsKq+kPxMFQ6JURglRKItQKMkSbMkSUoF7gSeOuU5TwF3Bf77ncA6WU6iNE61YO/TRh5RkNIFYhvD8OquwEp2eJlEwZsabQVXB7lmfikluWn8eUOURzMH3TSOGExTUwvOAeGKiJKT6ECPjRSjNGnRVh2ZAZEoQicRwOySHBqLs3l6VwQtZ+0bxVbNIpHBCAW1SeUk6hhxnzDZLCC6J6iTCERb3ccvruepXd08ufPUtbUYkZYNRXN1J1E4BCabHfUWkZFixKzGyZIRIEkSy2vNbD42jLzmi1CzGv79SXj68/D6j+HP14vFnnf+CVLi0MpkShVC0YAuEp0RzyhGfMjB72ANUWvJFAtglibxwJAeXq0JfBNiMnUgjygoEoV1X6Umqs4HWydYO+NdScyIWCQKZAx9BngROAA8JsvyPkmSvi1J0k2Bp/0RKJQkqRX4IvDVSI+rEwaOXm05iQobwZQe0/DqzuDJLCwnkU3Ua0pTuKrYkGI08N6VNbx+eIDDffboHSjopkmmlrMoTxbc22WlqSSHNJNKx4tmBZyhCjiJJEnixkXlbGkbnnT+hUz725CWC8WnDuJUGeZ6GDoa7ypiRsewa8qN4Ul8JxHApy6pZ8UsM/f8YxdvtMSpzb5iiRCJ9LW70AiIRPs9ZqrMGZpyasyUFbPM9No8dNgl+MBTsPpu2PZnWHefEP9vfxiKmuJXYNFsXSQ6G4GFGSlLe90ZtZYsOoZdeAvqxQODei6RJujdI7pAKpYCU1mDmm43A6gO5BId3xDfOmKIIplEsiw/J8tykyzL9bIsfzfw2H/LsvxU4L89siy/S5blBlmWV8iynDxXvWrCHr1MlKhgNIlpGX17Y3bI7lE3kkR4UyA8Vs22mgV53/k15Kab+PbT+4ma2S84HjeZwqujOFlQlmX2dFlZUKHi916mWWwVCse9YWEZsgxP7QrTfdGxSViHDSoV1YIU1sPw0aTIYpBlmc4R99SEqGC7WQI7iQDSU4z8/gPLqC/K5uMPb+PJnV3RO/eeicplIlR+WL80C4mRNpCM7LHnaL+V4gysqhN5cm8dGRTXZFd+Cz69Gb6wDz7yMjReEd8CLbPF+9Y7Ht86VIrXLq49UvM0dO0foM6SxYRPpnsiR2R96gHl2iA4OTYQ9tw14sZkkCjJ1U5w+rSULoSMAjiyPt6VxAztpJjpRMa4UwSBakkkAtHr3vJizA7XNeKmOCeNVFMY+mkCiETmrFS+dNVs7n1qHy/u6+Wa+WXKHyQolCRTu1kUJwt2jrgZdU0wX80ikTFFOEKcyjgl6oqyWVZTwKObO/jomrrQVvDdo2I8a/OtitQSVcx14HWDvVu9U9gUYsg5jnvCN42TSMXva4XIy0jhoQ+v4MMPbuHzj+7kobePc9uSSppKsjEaJHqtHo4MONjbZePooIMhxzjOcS/FOelUmTO4cWE5N59XQUZqmKLnieHVhfXK/WKJzkgb5FVyfHSMJbO0184zExqKsynLS+f1wwO8e0W1eDA4VUwNFM0Wo7aHj0Dx3HhXozpsg92YgcyCKFzLRZnawsCEs2EX1ZZGXSTSCh2bRKZinhh03jXqpiw/HaNB405LgxHqLoUj64TrNgGdo6eiqulmOlEkyu0uUaNknrixdMTGht816g5vshmI6WZp2swjOpH3rqxmTmkO9z1zAPe4T/kDZFlEUGoytZtNOomUF4n2donsFlU7iUD83RVoNwvy7hXVHB10svHocGgv7AwE9FatUKyWqBGccJYE4dUdw8KSfpqTKMHbzYIU56bz5Kcv5Ie3LaRj2MXXn9jDO3/zNrf8egOf/Ot2fvzSYQ722qgpzOLq+aW8d2UN51Xl028b46v/2sOqH6zlsS0d4bmQiuZASubUZ0NnZoy04c2rwe7xiol8CYgkSaxptPBW6yBenwodjUHBSm85mxbHoMjuyy3W3iJDMGOxbdApph337EoKV62mkWVo33TS9VXniFv7rWZB6i8T0S39++NdSUzQnUTJQhRvUqNKMDOkfx9kXxL1w3WNusO/2fZYE+KGxmQ08O2b53P7b9/mG//ew0/etUjZrAWDUWTUOJKo3czeK2yqUcir2tNlxWSQmF2ao/i+FSXTokhwdZDrF5bxraf38cjmdlbVF878hZ2bhUgZ6JdXNUFXx/ARqLs4vrVEmY6RUyageEZBMkKayt/XCmI0SNy+vIp3Lq2ka9RNS7/IhivJTafKnEluesppr5Flmc3Hhvnpy4f58j93s+nYMPe9o5nM1BAu74wmMeVMn3AWGqPHsVWJdqtKrYeynoWLmop4bGsnuzqtLK0piHc5J1PYCEi6y+QMeEa78coGiou15yQqykkjK9XIsUEnVC2DrQ+Iv3PxnHiXpnMmrJ3C+Vw1NRSka8TN6oYEcVrWXya2rWuhpDm+tcQA3UmULGjWSRT4EPZFX7X1+WW6TszECJUEaDcLsmKWmS9c0cS/tnfxs1eiMFEiuzj5nERRmiy4JxBanZ6i8nydLAu4lMkkApHlcuuSSl7Y28uwM4Q8io7NUNwspjqpnZxyMGUklZNo8mbbPSKE1SSwdJ+KwSBRZc7ksjklXDanhObyvGkFIhBOj5V1hfzto+fz+csb+deOTj74wBY8EyG6QCuWisBR75gCv0ESMOYA5wD9JnHzHfZ1gwa4sMGCJMHrh+MUrH42UjMhvwoGDsa7ElXitfYyRC5VhdoT2yVJoq4omyMDDqhcLh7s3BLfonTOzmQekXASjXv99Nk9iSOi51UI5+2RdfGuJCboIlGyEMXg3KiSXSxcJ337on6o7lE3Xr9MTdgikQ3Std9uFuRzlzdw+7JKfrm2hV+/2orfr2CYanZpcgVX26MzWVCWZfZ125hfoYH3XWahok4igPesrGbc5+cfWztm9gK/T7TUaKHVDMBgEC1ng4k/+rdzxEVhVipZaQEHTFAk0pkRRoPEF65s4hd3LmbL8WE+/dftTITSHlSxFHzj0Bu7QRGaZvQ4AEcnipAkqC/SgOgcJvmZqSyszI/f9L1zUTQHBnQn0XRIjj6GJXP4eWVxprE4m5Y+h/geTMvT3Y5qp2MTpGSJPFmgx+pGlqEiUUQigPrLxYSzCXe8K4k6ukiULNh7wZAyNWVISxTPE+1mUSa4kl2tO4kAsYrz3VsWcP2CMn74wiE+8MBmeqwKnRSzS5LMSdQfFYG22+ph2Dmu/jwimHISKZgp0FSSwwX1hfzxzWMzc04MHBQB/loRiQAsjTCY+HkbHcNuKk889+oiUVjctKic+26ez9qD/XzjiT0zf2FlMLxavwmbESNtAOxxF1BVkKnZm/CZcnGjhZ0do1hdE/Eu5XQsTTDUIhYBdE4ibWwQV2oI7dgqo6Ekm16bB/u4DyqWQOe2eJekczbaN0LlUtHCjGg1A6hMlEwiEC1nvjE4/la8K4k6ukiULDj6xI25Fq37Jc3QfzDqFwDHgyJRYRgi0YRHnDQSILj6RFKMBu5/z2K+d8sCth4f5uIfvsqXHtvFnk5rZGOac0rA2Z8cIYSyLPKXouAk2tMpQqtVPdksSFaRmEITnFqlEJ+5rIF++xiPzcRN1LFZbDUlEjXByHFxjklgjg06qS3URSIleN/5NXz2sgYe29o5c5ddboUQsvXw6pkxfAyALSM5NBYnrosoyEVNRfhleKNVhW6iotng9Uy6u3SmyJ0YYiKjKN5lhE1jsWiTa+0PtJz17xPTmnXUx5gD+vaelEfUOXpK1mAiUHMBGNOgI/FbH3WRKFmIUrtLTChpFmOgAxdl0aJ92EWKUaIsLwzFe8wmtgnkJAoiSRLvWVnNS3dfzJ0rqnhuTw833v8ml//0NX65toV+Wxg3r9kl4PeCO8TJVFrEPSLaOKLgJNrTNYrRIDG3TAPiZHax2CrsIFtVV8iymgJ+8+oRxr3nEB07NosA7YJZitYQVYqaABmGWuNdSdRwj/voGnWf3LKji0QRcfcVTZxfZ+a/n9xHS5/93C+QJKhaLoLddc7NUAtyhpldwwYaS7SX9xIq51XlY8lO5fk9KmwTLwoEGestZycxMTFBvmxFCn73apCgANvS7xBuR9kP3TviXJXOtLS/Lf4+1SeIRCNuJAlK89LjWJjCpGbC53fCJV+NdyVRRxeJkoUoBudGnRMnnEWR9iEXlQWZGA1huK08wtGRCNPNzkR1YSbfvnk+G792Od+7ZQHFOWn89OXDrP7fddz96A7ah1wz31lWYGUrGVrOgnlgURBp3z4yxMLKPPWHVgNkBUWiPkV3K0kSn728kW6rh39u7zz7kzs3CxeRlhyVliaxTeDpPccGxcpwXVHW1IPuUV0kigCjQeIXdy4mM9XIZx/ZcW4BFaBqpWijsiv7GU1IBg7jyW9gwicnhZPIZDRw7fwy1h7swzXujXc5JzN5jkz8ttxQ6O3txiT5Sckvj3cpYVNlziTVZBBOouBEUqXdju4RWPdd2P6QcMPohEfLy2LQRs3qyYe6RtyU5KSTakowuSG3XFvXkWGSYH81nTPi6NOuk6hoDiBFfcJZ+7ArsslmkFDB1WciLzOF96ys5tGPrWL9PZfwvvNreGl/H1f89DV+8PzBmWXDBFe2nEkgEgUDuhUWae2eCXZ1Wlldr5HRotmB849T+XaFixotnFeVz09eOsyo6wyTzpxDwo2jpVYzEIGdCT7i+eiguDCvswRutn0Twp2pi0QRUZKbzg/fuZCDvXZ+/eoMnGhVK8U2OKFG58wMHmYwrQYQ2WjJwPULy/BM+Fl7QGXf2xn54vt1QBeJTqS/px2AbIt2RSKjQaK+KFu4IbMCLmAlc9OOvQH/txpe/yE89Vn4yWzY8Rfl9p9MtLwEsy6ClCnXUNeoK3EmmyUhukiUDHjHRWCsVp1EqZlgrou+k2jYFcFks6BIlHjtZmdjliWLe29sZv09l3DDojJ+89oR7vjt2+duQZt0lagw30BpJp1Eyn7+Nh0dxueXuaBBI6GU2UH3mPIuBRGyPp9R1zjfevoMYnJwdG6lxkSilAzIr05okehIvxNJEucTYOp8qotEEXP53BJuWlTOr9a3cvhcbWdliwJZC7pIdFZcw+AapE2qAKC+OOscL0gMlteaKc5J45nd3fEu5XSKmnSR6BSs/SKPzFxcFedKIqOhOFu0m4HIJWrfpExGacvL8OCN4jv2o+vhwy+KeIvnvgzWc7iSdU5m6AiMHIPGK096uGPYnViTzZIMXSRKBoJuDa06iUCcuPuiJxJZXRNY3RORTTaDpBOJgpTkpvPT28/jd+9fSku/g5t/9RaHes9yQxJFwUB1TDqJlP38vXVkkDSTgSXVGrmRTs8HY2rUWgyby/P41KUNPLGji1f2T/O+6twMBhOUL5729T6/zGuHB/jus/v5wAObuebnr/OJh7fxs5cP0zUa51GnRbMTOm/j6KCD8ryMqQlR7hGx1UUiRbj3xnlkp5n4yj934/efZeCAKU18Pjr0XKKzMtgCwN6xYqrMGWSmmuJcUGwwGiSuW1DG+kMDOMbU1nI2W4hEkQzUSDBcwz0AFJRUx7mSyGgszqZzxC3aHOdcJ+5pjr4a2U5HO+BfHxWj2j/2mpicVn0+3Po7MWDjxW8oUnvS0PKS2DZcMfmQZ8JHt9VNbWFyiOiJiC4SJQPBfAGtOolAiETDx6I21aA9kslmMCUSJdh0s1C5qrmUf3xiFX5Z5q4HNtN9ppvroGCQDO1mjj5IzYY0ZXMrNrQOsWKWWRt5RCD6t7OKo5pD9ZlLG5hTmsN/Pr6L/d22k3/YsRlKFwhn4gkM2Mf48YuHWPX9tdz1wGYeevs4w84xyvMzONxv5/+ta+HSH73KvU/uPXMrW7SZHPGcmNMAjww4qC8+JbQadJFIIQqz0/ivG+axo32Ux7edY4W8agX07Ez4aXoREci+2WQvmpy+lCzcsLCMca+fl/erLMC6aDaM28HeE+9KVIPXKv5GxhztBlfDVHj10QEnzL5OfC9E0hLmHYd/fBB8Xrj9wZOvzQpq4cIvwv5/w5H1EdWdVLS8DIWNYJ4aCtI+7EKWT8ka1NEUukiUDDiCTgYNf1EUzwNkGDgYld0fHxbiU9hOogSebhYqzeV5PPjhFTjHvHzwT5uxuidOf5IkifDqZGg3s/cq7iLqt3s41GfnAq3kEQXJLoqqMJhqMvCb9y0lPcXIu3+/kT2dAfHW54WubSe1mh0bdPL1J/aw+n/X8atXW1lQkcdv3reE3f9zFc98dg0PfHA56750CW985TJuW1rBXze1c+uvN3B8KA7jdy1NYsSztT32x44ysixzbMBJneXE0GpdJFKaWxZXsLSmgB++eBCbZ5pzcpCqlWIaY8+u2BWnNQYPIxvT2DicRWNJ4odWn8iS6gKqzBk8sqkj3qWcTNFssdVbziaRnH24pQzFF6hiTfAz1tJvF27HBbfDwWdF22c4rLtP5BrdfD8U1p/+89WfF2LR+u+FX3QyMe6CtjdPazU7OnBK1qCO5tBFomQg2O6icCZKTClpFtsohVdPOokiaTeTjJCqK+YAc0pz+c37l3Js0MkX/74TeToLeFZ0BQPV4OhTXCR6+8gQAKu1kkcUJLsk6i2GtZYsHvv4KnLSTbzrtxv45r/3cOzAZphwMVy4mMe3dfKRB7dy2U9e5fFtndy2pJK1X7yYP35wOdfMLyPNdLIzqyI/g+/fupBHPnY+w65xbvn1BnZ2jEb1dziNyek9LbE9bgzos43hHPdRXzSdSJS40yJjjSRJfOumZoac4/zylbO8jybDqzfGpjAtMtjCeH4dHh9J5yQyGCTuWlXL5rbhKRFeDVh0kehU0jwDOFM1do0wDTWFWZgMEi19gVyixe8D3xjs/WfoOzv6Kmz4JSz7MDS/Y/rnpKTDoveIHEPnUNh1Jw1H14u/xwmtZgBHA1NLay1h3lfpxB1dJEoGHH2ANBUWrEUKZkFKZtRyidqHXFiyU8lKCzNbwGMVk82SYCTiTFndYOHr181l7cF/jHYhAAAgAElEQVR+Htk8zapjdnRbj1SDvVfxPLA3WwbJy0ihuVxjzrUYuceqzJk8/okLuHFhOY9t6eSBR/4OwI1PjHHPP3axu3OUT15cz5tfuZTv37qAuqJzr3QtrzXzxKdWk51m4sN/3kL7kCvav8YUCbxKfiSw2lhfpLebRZv5FXncsayKP29oEyOlpyO7SAyK0HOJzszgYYYzgpPNkm+V/PblVWSlGvnTW8fiXcoU2cWijX0w8c6R4WB1T5DvH2EivSjepURMitHALEsWh4MiUdlCKF0IOx4OLYPKNQxPfFK0RV313bM/t/EKQIYja8OuO2nY/pC4v6xdc9LDRwecFOekkZOeEqfCdCJFF4mSAXuvGB1p1HC4osEARXOiNuGsfdgVvosIwGPTW82m4a5VtVzYYOG+Z/bTNnhKm05WcVTGoasOR5+ieWCeCR8v7uvl0tlFGA0aEyWzS8TfPAbZOqV56fzoXYt466uX8ZGaAVxpRXzipot55rMXsunrl/Pla+ZQnJN+7h2dwCxLFg9+eAU+v8yH/nyGVspokGmGzMKEnHA2aUk/TSSS9HNqFLjn6tlkpBq575n90zs8QbiJOjbpIcDT4R2DkTbaqMAgiclLyUZuegrvWlbF07u7zz3JdAaMe/281TrIH944ypM7u9jRPnLm9+aZkKSED/gPhY5hF0WMantgzQk0leZwqO+EnMFlHxItsS9+Y2bnKUc/PHyLuP647Q+nZROeRtliyLRMBTLrTM9oOxx+EZZ8AEypJ/3o2KBzamKpjibRRaJkQOGb1LhRMk84iaJw4Xp8KFKRyKrf0EyDwSDxo3ctJMUo8eXHd5984ZddFDPBIG6MOWDcoeiF2toD/dg8Xm5bWqnYPmNGdrGYHOIOM0sgDIpy0qhx7yOzbhXvv2AW8yvykCJw/M2yZPHb9y+lfdjFF87UShkNiuZA/4HYHCuGHBlwkpVqpCQ3bepB94g4nxo0EsquISzZadx9RROvHR5g3cEzODmrVohz84iKnCJqYegIyH62OCzMK89Nmslmp/LBC2rx+mX+vKEt7H0MO8f51tP7WHrfy7z3D5v4zrMH+PyjO7nl1xu483cbOdhrO/dOTsTSFLXcSq3RMeyiSLKSmpcA1/7AvLJcOobdUwszSz8EKz8BG38Fz3wBJs4ygXTgMPzhCrHIcsdfoPy8cx/QYBDtU61rwe9T5pdIRLY9KLZL7zrtR0cHHDNyaeuoF10kSgai0O4SF0rmg2tI8Ralca+fHqub6kjGNHqsST/Z7EyU5WXw1WvnsrltmOf3njARJasY/F7wxDjfJZY4lJ8s+M/tnZTmpmsvtBqmwvNj2Wbo6IeRNnHjqxDn1xXyjevmsu5MrZTRoHSBEMkT7IL1SOBC8iThzj2q5xFFkQ+sqqGhOJtvP7OfMe8076dgLlH7ptgWpgUCbr51g/ksrzXHuZj4UWvJ4oaF5fzhzWOTbsCZ4vfL/OmtY1z8o/U8uKGNK+aV8Lv3L2XrN6/glS9exH03N3Ooz871v3yTv28JIay/aA64BsMPNE4gOvqHyZVcZFk0uJg0Dc3l4vr6QE9AOJQkuOYHcOEXYNuf4Kdzhato16Nw6Hno3Ssc/m/+HH67RkxGvusZmH3NzA/aeKVY0OraHoXfKAHwjotWs6arIb/6pB+NOMcZcU2cPJBCR3PoIlEykChOouJ5Yqtwy9mRAQd+OULb+JjebnY27lhexZzSHL7//AE8E4GbkngIBrFmMjReGZF2wD7Ga4cHeMfiCu21msFULlqUw6tPIpitUqmcSATwgUAr5Xee3R+biWelC2HCCcNHo3+sGHJ0wHn6iFz3iJ5HFEVSjAb++4Z5HB9y8ee32k5/QtFcsejRoYtEpxEIjz/kLWHlrOQViQD+64a5pJsMfO1fe/D7Z+ao7LN5+MADm/nW0/tZXF3AC3dfxM/uOI+rmkuxZKfRUJzD+1fVsv5Ll7C6wcJX/7WHJ3d2zaygyew23U3U3yPEtfT8sjhXogzB/MV93Se4yyQJrvgfIf7UroGN/wdPfBweuRN+sxp+UAWv3CscQZ94EyqXhnbQ+stAMkDry4r9HgnFgafE8Jll/3Haj4Kh1ad9t+toCl0kSnT8PnETnhBOouhMODvcZwdgTmkEU0o8VhGaqDMtRoPEN6+fR8ewmweD9vSgSJTIE84cAZFIIZH2yZ1d+Pwyty2pUGR/MWfybx7DLKqOjWBMnZnFPAQMBokfvnMhRoPEPf/YFf22s7KFYptAo8ltngm6Rt00lZxy7tVFoqhzUVMRl84u4v71rYw4x0/+ocEAlcv18Orp6N+HLb0cN+ksS2InEUBxTjpfv24um44N8/et53ZUvrC3l6t//jrbjo/wvVsW8OCHlp/+2Q9QkJXKb9+3lBW1Zr742C7WH5rBdYKlUWyHWkP5NRIS60Cn+A+FJ6vGi6KcNIpy0tjXPc1EvVlr4I6H4Stt8Nnt8JF18M4/wWXfhHc/KlrMcsMQyzLN4jyo5xKdjmMAXvgaFDdDw+Wn/fhYQCTSM4m0jS4SJTquIZEBkghOoiyL+MLrV1YkOthrJ8UoURtpu1m63m52Ni5stHD5nGLuX9+KzTNxgqskgUUie8AxkxP558/vl3lsawcLK/NoPMOFterJjoOTqH0TlC8GU9q5nxsi5fkZfPP6uWxpG+HfM13tDhfLbCF29e6O7nFiyMEeIdDPKzvl3KmLRDHha9fNxTnm5ZfrWk7/YdVK8V3rUdGYczXQuY2DhkbqirKwZCt/TtEadyyvYlVdIfc+ue+Mjp8hxxhffnwXn/jLNqoKMnnmcxfynpXV58yGy0g18scPLqexOJv//Mcuhk8VM08lrwqMaZNur2RFlmXGRrrF/ySISASi5Wx/91lyqtJzobBeOIbm3woX/SfMvjayqcN1l4iFmTF7+PtINGQZnvqs+G647ffTZgceHXBgMkhURZL1qhN3dJEo0QnejCWCkwhEy1nfXkV3ebjXTp0lm1RTmB8Hn1eEE+vtZufkC1c2Yfd4+cvG4/FxlcQaR6+4sVfghvepXd0c7nPwHxfOUqCwOJGWKy7iYyUMTnigZ+dUxkoUeNfSKhZW5vH95w7iGPNG7TiYUkXmRk/iiET7A6vCc3WRKC40leRwx/Jq/rLx+OnTJ6tWADJ0bolLbarE0Q/Wdt5w1bAiyV1EQSRJ4jfvW8ri6nw+/+hOfvrSIdqHXMiyTGu/g1+tb+WSH73KP7d38clL6vnnJy+gPoQw2+w0Ez+9/Tys7gnufeocUQMGI5jrRLh4EtNt9ZDrGxH/E7zOSgDmleXS2u+YPkctWlQuB9kP3Ttid0y1s/l3cPh50eoX7PA4hWODTqrNmaQYdZlBy+h/vUTHrnxwblwpngcDhxSdiHWw187sSFrNxgIrG7pIdE7mV+SxptHCA28ew2PKAYMp8Z1E2SWRrWQBY14fP37pEM3ludy4sFyh4uKAJIl/j1j9zXt2gm8cqs+P2iEMBon/uamZfvsYv1of5TaHsoViVTNBRpMf6LFjzko9ebKZ3y/C7HWRKCZ84cpGUowGfvjiKTkulctEHofecjZF1zYA3h6rTerQ6lPJy0zhof9YwU2LyvnlulYu+tF65v33i1zx09f40YuHWFln5sW71/CVa+aEtRg3rzyXz13WyNO7unl+T8/Zn1xYn/TtZi19dkqlYWTJCFlF8S5HMZrL8/D6ZVr6QgtKj4iKQI6RLpYLtj8Mz38Fmq4V0+XOwLFBp95qlgDoIlGi41A2ODfuFDWB1wNWZSYK2QOZGBGJREE7vj7dbEZ86pIGBh3j/GN7t7iASfRMIgXs3n/d2E7niJuvXjsHgxYDq08kO4Z/8/aNYhtFJxHAkuoCbl1SwR/fOEbniCt6BypdJKat2KLc2hYjDvTamFuWc3LbyZhNrNzqIlFMKM5J5+MX1fPcnl62HT9hKlRajlgl1sOrp+jahl8ysleexYokD60+lTSTkV/ceR5rv3Qx3765mXcureQHty5g/T2X8Ie7ltNQHFmL9CcvqWdeWS7/+8JBfGcLyS5sEOH+CTYFMhRa+x2USiPI2aXTtgJplXmBCWfT5hJFi0yzeE91bo3dMdXKzr+JNrP6y+BdfxbZddPg98scG5xmIIWO5tBFokQnOF0pUfqSLU1iq1DP+eHAisTsSDJedCdRSJxfZ2ZxdT6/fe0IclaRCMBLVOx9EecRDTnG+H/rWriwwcKaxgRYFYylk6hjE5jrRZ5ZlLnnKjFZ5/51UVzFngyv1n7Lmdfn52Cvnbml07SagS4SxZCPXjSL4pw0vvPsgZMD2KtWipsjXxTbKLVE51Y6U2ZhzsujsiAj3tWoDkmSqC/K5gOrarnvHfO5c0W1Ym4Ck9HAZy5roG3Ixcv7z5JpV9gA/gkYPa7IcbVIS5+DKtMIhjwNu46nocacSXaa6eQJZ7Ggcrk4DyaIgzcs+vbB05+HWRfBnX+DlPQzPvX4sIsxr5/GCIVhnfiji0SJjqMP0vIgJUEuaCZFosOK7C442UwRJ5EeXD0jJEni4xfV0zniZpA83Ul0FmRZ5htP7MU55uO/bpinYGFxJKsoNiKRLAuRKIqtZidSnp/Be1ZW849tnafnuyhFyXxASojw6mODTsa9/snV4Ul0kSjmZKaauOeq2exoH+W5Pb1TP6heJfL2ehNnol7Y+P34u7azwV3D9QvLzhm6rKM8VzeXUmXO4PdvHD3zkwobxDaJc4la+u1UGkchJ4yJXirGYJCYW5Zz9vDqaFCxVFynjrbH9rhqwTsG//qYWAh/5wNnFYgADvSIv89pWYM6mkMXiRIde2/itJoBZBaKmweFRKJDvXYyU41U5Ecgok2KRLqTaKZcMbeYsrx0DtrSEzeTyDsmbngjcBI9ubObF/b18sWrmiITMtVEdjG4BqPfDjDUKqY7RrnV7EQ+dUk9KUaJX66N0nSdtGyRuZEATqL9Z7qQ1EWiuHDb0krmlObwoxcPMuELZP7VXii2bW/FrzC1MHwEw5iVbf56bj6vIt7VJCVGg8RHLqxj2/GRk1sjT8TSKLZJmkskyzIt/Q4K/UOQm3jv0+byPPZ126bOUbGgcrnYJmsu0frviYFBN90/I1f2gR4bBgkaS2YeUK+jTnSRKNFx9CVOqxmI4FtLk2LtZod67TSV5ESW8+LR281CxWQ08J4V1eyzpSM7BhLTxhucLBjm56971M1/P7mXpTUFfHRNnYKFxZnsEpE54xqK7nGCWSoxchIBFOem84FVtTyxs4vW/iiFa5YtEoHcGmd/j41Uo+H0SUe6SBQXjAaJL18zm7YhF49uCWT+5ZQKZ8ZxXSQKZpIM582n+VT3m07MeNeySvIzU/j968emf0JmobgWS1KRqN8+huyxke53QW5iOYkAltYU4J7wTbpVYkJJM5gykjOX6PgGeOsXsOQumH3NjF5yoMdGXVE26SmJk4eVrOgiUaJj7404E0V1WBphKHKRSJZlDvXZI8sjAj24OkzuWFHFMHlI/nExzSjRCE4WDOPz5/X5ufvRnfj8Mj951yKMWg+rPpHgSF5779mfFyntGyE9Hwobo3ucU/jYRXWkmQz89rUotTtUrhDB1aPKhPfHiwM9dhqKs0+fdqSLRHHj0tnFrKg184tXWnCOBXKIalbD8beTOggYwHlsEw45nfOWrNRbzeJIZqqJ25dVsfZgH1bXxOlPkCQhbCq0kKg1WvsdlEiBc2gCOomW1YrvhS1tI7E7qDEFyhdDV5KJRB4bPPFxKKiBq78345cd6LHrrWYJgi4SJTKynHhOIhA3fY4+cEcmLAw6xhl2jkfexhMMrtZFopAozkmnvLIaAM9IlAWDeOAIPzT+/vWtbG4b5r53zKc20caI5laKrbUzusfp2CRazc4wgSNaWLLTuGNZFf/e2UX3qFv5A9SsEtvg5DaNcqDHNv2FZPC8np4f24J0kCSJr1w7h0HHGA+8GXBq1F4IY1bRbpDEeFrfYJe/nhvPq4p3KUnPDQvLmPDJvLj/DNcNhQ1Jm0nU0menVAq04iVYJhFAWV4GlQUZbG07Q7thtKhcCj27RIxAsvDi18R12i2/Fa3uM8DqEhOj55YlSDxCkqOLRImMxyrGxSeckygQXh2hnXh7u1iJmF8RYZuYxwqpOWA0RbafJGTF/DkAbNpzMM6VRIGgUybEz9+WtmF+ubaFWxdXcOuSyigUFmfyAzdZ0RSJXMMit6w6dnlEJ/LRi+rwy/CHN87QEhEJJfPF+aZ9g/L7jhH9Ng8D9rHTQ6tBOIlSs8GUGvvCdFhaU8BV80r47etHGXaOCycRJHUu0cTgMQqdrRzKXZV4or0GWVCRR7U5k2d390z/hMIGsHXCuCu2hamAQ30O6tMC7vYEbDcDWFFrZkvbyMmTGKNN+WLwjcPAodgdM54cfBZ2/AUu/EJILfsHevXQ6kRCF4kSmclMlAQViSIMr97QOkhGipHzqiJcsfZY9clmYTK3QWTtbD+YgNZwRx9IBjHNa4bYPBPc/ehOKgsy+fY75kexuDiSaQFjGlijOCkkmEdUFbs8ohOpLMjk5kXlPLK5XdxoK4nBCFUrNO0k2npcCPRLqqc597pHdBdRnPnyNbNxjXv51fpWyKuAgtqkziXa+crfAJhzyZ1xrkQHhOPt+oVlvNU6yMh059fghLPhs0xBS1D2dI0yPycgjuWUx7eYKLGs1sygY4zjQ8qLgJ4JH3/f0s41P3+dhf/zIjfd/ybffno/zgKxoEnfPsWPqTocA/DU56B0IVz81ZBeGsyKmqeLRAmBLhIlMpNOhgRrNyuoAUNKxCLRW0eGWD7LfHomRqh4rHpodZhIgVas4f4ujg9FaWx4vLD3CoHIMPPwvnuf3EevzcPP7zyP7LQEdaYZDJBXGd1MnY5NYDCJ1b848YlL6nFP+PjrxuPK77x6FfTvF44pDbK1bYQ0k4Hm8mnOm64hyDTHviidSRqKc3jn0koefvs4nSMuqLlQiET+GE4UUgnOMS8ceo4OUzWrli2Ldzk6Aa5fUIbXL/PivmlazoIikQLZlVrCM+HjYI+dxnQbZJjPOapcqyyfzCVS9vuva9TNNT9/na/8cw8GSeLGReXkpqfw5w3HuOmvPfiNaYnfdivL8PTnYMwOt/4uZEfvgR4b5qxUinPSolSgTizRRaJEJlGdRMYUMNdFFEzYZ/PQ2u9gdX1h5PXoIlH4ZJiRkSiSbDy+LcoZNbEmxDywp3Z188SOLj57WQNLqhM8tDe/KrrtZu2bxBSw1MzoHeMcNJXksKbRwsMbjzPuVfjmOphL1LFZ2f3GiK3HhzmvKn96gd49rItEKuDuK5pAgp+93CJyidwj0Lcn3mXFnL+u38li/35M827QA6tVRHN5LrMsWTy7Z5qWs8J6sR1MrglnB3pseP0yFcaRhAytDlJflE1+ZgpbFQyv7hxxcefv3mbIOc6fP7ScZz93Id+9ZQF/+chKHvno+bh8EvsmKrAd36XYMVXJvn/BoefginuheG7ILxeh1Tn6uTJB0EUiFdI16mZ35yhj3giniQRFokRzEoGYcBaBk2jDkUEAVjdYIq/FY9VDq8PFaELKNDM/f5zHt3Xi88ewxzzahDBZsGvUzTee2MOS6nw+c2lDlAtTAXmVYI2Sk8g7Dt3b49ZqdiIfXj2LfvsYz+89Q3ZGuFQsFW5KDeYSuca97Ou2TU6pOf0JQ2KMtU5cKc/P4IMX1PKvHZ205AQcNK2vxLeoGHOw10bLhicwSX7KVtwW73J0TkCSJK5bUMqGI0OnTzlLzYK8KhhMkvyYAHu6RBZRvm8oYfOIAAwGiWU1BYo5iUZd47z79xsZdU3wl/9YySWzi08SOVbWFfLs59bQnjKLie499Ns8ihxXdUy44eV7RZvZyk+E/HKvz8+hPjtzS/X7oURBF4lUxDO7u3nn/21g9Q/WcdP9b7Hg3pd4/x83cWwwzDYcey+YMhJTwLA0iX5z3zQjUGfAW61D5GemKNM3O2bTnUSRkFXE3Nwxeqwe3mwdjHc1yjFDJ5HPL/Olx3bi98v87I7zMBmT4LScVy3+fSaicLHVs0sE9scptPpELm4qos6SxZ/ealN2xykZopVOg7lEOztG8fllltWewS3kGtZFIpXwqUvqyU4z8YM3RqF0AbSujXdJMcPqnuATD2/jKuM2fFnFUL4k3iXpnMJlc0rw+WVebxk4/YeWpuQJGQ6wq8OKJTuNFGdPQk42O5HltWaODjrptUZ2DSHLMl/55256rR4e/PAKFp0ho9SclcqylRdSyChffugV5d3BauDt+8Xi3TXfDykmIcjRQSfjXr8eWp1AJMHdiPrx+2V++MJBPvO3HYy6J/jPq2fz6/cu4YOra9ndaeX6X77BY1vDWHV39AkXUSLa/gobwO+F0dDDb2VZZkPrIKvqCjEYFPi30dvNIiOriBKjnfzMFP4Rzvtcjfh94ByYkZPoj28eZePRYe69qZmawiSZnBOccGbrUn7fk6HV8ReJDAaJuy6oZWfHKDvalbPGA6LlrGs7jGsry2tr2wiSxPQtlT4veEZFnoZO3MnPTOWTl9Sz9mA/3UVrxGfLY413WVFnwufnS4/tZHyki8sMOzDOvUFkqemoivOq8inITGH9of7Tf1g0W0QSJFGO1u7OURZXZCI5BxK63Qzg8rnFALy8f5pMqhD466Z2XtzXx1eumXPONv+ShqUATHTv5fdvJFgouq0H3vgZzL1RtBeHwbbAQIrF0w2k0NEk+rdenPH7Zb742E5+/eoR3r2imuc/v4ZPX9rAdQvK+Pp1c3nh7jUsrMzjy4/v5qG320Lbub038fKIgphnie1I6COm24ZcdFs9XKBEq5ksg8emTzeLhCwLBtcg7zivgpf29THqUngaVDxwDoLsP6eTqGPYxU9fPsyV80p419IEHHd/JvICv2s0Ws7a34b8mhm3+kWb25ZWkp1m4uG3FQ6wrr8M/BNw7HVl9xtlth4foak4h7yMlNN/6BkVW91JpBo+dMEsSnLT+L/OWrEwo7H3W6g4xrx85MGtvHKgnz/Vv4pR9sIFn413WTrTYDRIXNxUxGuHBvCf2qpuaQKvO3ptzSrDOealdcDB+UUBd30Ct5uBCNevL8rihemCy2dIa7+D+57Zz8VNRXx49axzv6CkGYBbykb4f+ta6BhWfrpa3Fh3n7ieuPLbYe9iS9swluxUZlmSZLEzCdBFojjzk5cP8e+d3dxzVRPfu2U+Kae0mpTlZfDXj5zPFXOL+Z+n9rH2QN/Mdx50EiUiBYET+nDoIlEwH2SNEiLRuBNkn+4kioSsInAOcPuyKsZ9fp7c2R3viiLHEZwseGahQpZl/uvJvRgliW/f3JxcQX95ASeR0hPO/H44viHslbBokJ1m4ubzynl2T8/p2RmRUH0BpObAoeeV22eU8flldhwfOUseUSBjQg+uVg0ZqUY+f3kTj/SU4jVlQcvL8S4pdLxjYkHnHHSOuLjjt2/zZusg91+dy+zOf8HSD4lBGTqq5NI5xQw5xyfzeCYpmi22SdJytrfLiizD4ryAcJFbHt+CYsA180vZeHSYEWfoC4t+v8zX/rWb9BQjP3rXwpl1FWRZILuU64qHMEgS33p6fxhVq5DuHbDzb3D+JyM6121pG2ZZjTm5rmUTHF0kiiNP7uziV+uP8O4VVXz60oYzfrCMBolf3LmYeeW5fPaRHRzus8/sAPbQpitpipxSMKXDSFtIL/P5Zf66sZ3z68zUKqF2B633ukgUPllF4LEyrzid5vLc8For1Yb93JMFn9vTy6uHBvjiVbMpy8uIUWEqIbcCkJSfcDZ4SEzHqrlA2f1GyLtXVDPm9fPvnQq215lSoeEyOPzijG6A1cDBXhv2Me/ZQ6tBF4lUxu3LKqm25LGRBcita7XxfvOOwZs/hweuge+Wwf3L4e1fTwmRp/Dy/j6u+8UbtA+5+ONdy7hh6E9gSoOL/jPGheuEwkWNRUgSrDt4SsuZJSASJUl49e5OcS3akBG4P8hJApGouQyfX2btqX/7GfC3ze1saRvhv26YR3FO+sxfWNJM5shB7r6ikVcO9LE+jGOrClmGF74u3Ltr7gl7N71WDx3D7jN/t+toEl0kihOH++x8+fHdLK8t4Fs3zT+n8pqVZuKBu5aTnmLky4/vPvcUqAk3jFkTVySSJCioDdlJ9OqhfrpG3XxgVa0ydQRFokQMB48VWQFHl2uQ25dVsa/bxt5TVwW1xqSTaPrPn80zwbee3sf8ilzuWlUTw8JUgilVCL1KtwK0vSm2NauV3W+EzK/IY0FFHo9sbkdW8ga76RrxXuvRxljeN1pEMP2qujO4ON2BG3g9k0hVmIwG7rl6Ns+6m5FsnTBwMN4lnR3nIDx0M7xyr7gWOv+TkJEPL34NftQAD98Cm34Hndvwepx8/7kDfPShrVQXZvLMp5ZxScsPYO8/YdWnE9eNnSAUZKWyuCqfV0/NJcoqhExL0jiJdnWOUpGfQe544N8hwdvNAOZX5FKRn8ELe0NrOeu1evjB8we5sMHCbUtCzG4qaYaBQ3zo/EpqCjP5ycuHlP1OjzX7nxRTUi/7ZkSxGcFJcytm6d/diYQuEsWBca+fux/dSVaaiV+9dwmpppn9GYpz07n3xnns7Bg9dz6R/dztLpqnYFbImUQPvX2cktw0rpyn0IXfmE1sdSdR+GQVia1zgJvPKyfVaODxbQo7TGLNpJNo+vfZj188xKBjjO/dsiA5pplNR15VWMHzZ+X4BrGCWlCr7H4V4M4VVRzstbOzY1S5nTZcCUjCTaQBXj3Uz5zSHErzzrByO+kk0jOJ1Ma180vpK74IgIl9T8e5mrNg7YLfXyZaKG77I/+fvfsOb6s8Hz7+PfLejvfOcuKRvTcZhEBC2BAgrAAByu6iLW1py4++hQKlQCmjEEjYe0MIJGSQvfd0nOk9YlvetnTePx4rg0ajVDYAACAASURBVNiObR1Jlnx/rovrgC095yGxLJ373IO7lsOF/w/mLoZfrFT9hUqzYeFD8NoUvJ9I4N51U9gY9ju+DPw73T+8EDbOg7EPwMTfu/r/RrTBlPQYth0vp8hcd+Y3otOgeL9rNuVEuq6z4XCpahhszlNTjf09v3mwpmlM6xfLigNFVNU1tuk5uq7z58930mi18o8rBrS/NCq2P1jq8SnL5r7JqezMqWDxHjfNJtJ1WPGUyroberNdS208XEqgr5cxE6NFp9FFr05c65kf9rM7r4InrhzQvjRH4NJBCUxKi+apRfs4fqKVpmmV5y53cXsRPVW5WRuj+EdKqli+v4jrR6ac1fupw6TczH6nBYnCA32Z1i+Wz7fmUNdoce2+7FGZDwHdVLnCz2w9VsZba49w85geDEzy/A9yLQpLMrbcTNfhyCroMa5TTnS8dFACgb5efLDBwOyp4GhIGg77vzNuTQcx1zaw8fAJJqXFtPwg6UnUaWmaxtyZ49lk7UP5po9dvZ2WLfojVBbCnG9gwNVnfi9uAFzwKDywle3XrOJ33r/j39ZrKex1BVGpIzCZvNXd9Ovfh2mPgVczzdVFp2P7nbJif9GZ34jqqzKJ3DnTow2yi6soqKhjbO8olZ0bltQp3wMdYebAeOobrXyyuW2fJb7dkc/iPQX85oI0UiID23/CuP7qWLCLK4Yk0j0ykGcX73fPbKLspVCwUwXOOzDy/nTrD59gaEq3rnvT00PJ36aTrcsu4ZUVB7luRDLT+rU/gKNpGn+/vD+6Dv/8rpU0WnPr5S4eoVtPaKhWHwjb4LklB/A2aVw/MsW4PUiQyH4ng0SqFGXW8GTKqhtYvNtN785A02TBs197jRYrf/x0BzEhfvxmWl8XbKwTCU+GihzjRhSXZqvgeCfrR2QT4u/D9P7xfLM9j9oGAwOgfS+C3M2nfud3UqsPltBo1ZmUFt3yg6pLVK85nw58eBcON7Z3FPsiphBVuQ9zXics4zn0E+z+HMb/SgVPW/DO+qNc+c5R1vmN5cJfPE3qLS/CNfPh1m/gjh8hbbrz9izs1i8hlJgQP5b+vOQsOk1NTKwqav6JHmJ1lvrsNC41Ug2DCE928Y6cZ2hKN4Z178bLyw5S39j6Z4my6nr++uVOBiSGceu4Hh07YWQfMPlAwU68vUzcP6UPu3Ir+H53O4YKdRarX4CgGBg4y65lKmob2JtfwYgecnPH00iQyIkqahv49YfbSIkI5JGZmR1eJ6lbILeN78FX23LZldtC75aukkkEbSo5+3FvAZ9uzuHuSb2JDW1f9larJEhkP1tPoqYPcuNSo4gP83fvBtaVzTeNn7/6MLvzKvjbJf0I8e/id6nDksFSf+p3lb1O9iPqPJPNfu6KIYmY6xpZYmR6evpMddz9hXFrOsCyfUUE+3kzrHsrjS1rSlU/oi5yF9wdDZs+B4DNC+e7dB9nsTTCd3+AsBQY90CzD9F1nacW7eVPn+1kQp8ovrxvPJkJUh7h7jRNY1JaNCv2F9FoOS1QENV0I8bD+xKtPlhCYngAKRGBTZlEXSdIpGka909JJbe8lk9bySbSdZ0/fbaTE9UNPHGVHWX+3r4q+FiwC4DLByfQPTKQ/y7Ncq9sooLdcHAJjLqz2Yz39th0+AS6DiOkabXHkSCRE/3ty13kldfwzKzBBPl527XWnef1JizAh6cXtfDmZ85T0W5P7u1g6ztyjubVFbUN/PHTnfSNDea+KanG7kEaV9vPLxS8fE8GibxMGlcPS2LFgSJyy2pcvLkOMhec1Q8sp6yGZ37Yz5T0GC7q78HB27ayfZA1quTsyGqVlRbVx5j1HGBM70hiQ/34bIuBZXYx6apPwo7OWwKk6zrL9xUyLjWy9VLf6lLPfs/yAGlpmRz2zyDyyHcUVtS6ejunbH9flU5Mewx8zp4W2WCx8tuPtp+cKPvqzcMJC+jigXoPMjkthoraRjYfPa3nW7TnTzizWnXWZJcwpnckWmOt+hzVhTKJACb2jWZgUhgvLjt4ZpDwNK+vOsw3O/J46MI0+iXYeVM3tt/JIJG3l4m7zuvN9uPlrMoqsW9dZ1rzgupdNfx2u5dasreAQF8vhrZ2A0i4JQkSOckXW3P4dHMO901Obf1OahuFBfjwi4m9Wbqv6GRX+TOY89VFqsmD/4rDUwCt1UyiBouV3320nUJzLU9dPQg/b/vqbs9SWw5efuBjYHZSV6Np6uK+qdwM4OphSeg6rd4Z6rR0XfUk+lkm0d++3IVV13n00n7tb5boicKbyj7Ljhiz3pFVqtSsE//Zepk0Lh+cyLJ9RZRU1p37CW3V/yo4vl71aOuEsgoryS2vbb0fETQFieSDZmcXNuwq+mvZvPHNMldv5ZT1r0JMP8i87KxvVdU1cvuCjXyy+Ti/mtq3aw8M8FDj+kThbdLOLDkLTQTfYCjy3ObVe/IrKKtuOFVqBiqbrgvRNI37JqdytLSa53/MOuv7a7NLePzbPUzLjOWu83rZf8LYfqpUvqmH3pVDE4kO8eOl5Wefu1My58P2D2HIDXb3/7Nadb7fVcDEvtH4+xh8fSVcTt4lnWD78bKT4+7vP9+4u9xzxvYgOsSPf//QzBugOc+zJ5uBSpEMS2oxk6jBYuXB97fw3a58/jgjg0HJDmgSXFchpWZGCIo6o29A98ggRveK4KNNx90rhReg5oQqozrt9bdoVz4/7C7gV1P7khwh/VaA0zIBs+1fq+yoSrPvPs7+tRzs8iGJNFp1vt6eZ9yi/a9Sx52fGLemgWzTXyb2baUfEaieRJJJ1Ol1G34NAF67PmFPXoWLd4OaZJa3FYbfelaQuLy6gdmvrmVVVjFPXDmAB6f2kSC9Bwr192FEjwiW7j0tSKRpTc2r97puYw62uil7ZUyvKChvmhYa3rWCRAAXZMZy1dAknl9ygGcXq2siXddZsPowN89bT0pEIE/PGmTMaz+2nzoW7gbA38eLueN7siqrhG1GTi91lPX/A2sjjL7H7qW2HS+j0FzHtH4e3P+2C5MgkYMVVNRyx5sbiQr246Ubhxk3VQsI8PXijgk9WX2wmV9MtkwiT9etR7N3z0sq67jzzY18uyOfP1+cwdwJBtw9aE5tuZqGIuwTFH1Wc8lZw5M5UlLN+kPNZMp1Zif7gak3zcq6Rv725S7S40K4bXxPF26sk/ENhNAkKDHg7tvhVeroBkGijPhQ0uNC+GxLjnGLdusOSSNhR+cMEn23M49BSWEkhJ9dBnQGW08i0bl160Fjyniu917KP77e6fpA/qb5qnRiwDVnfLmitoGbX1/Hnjwzr9w4jOuMHFohOp3J6dHszTeTV35amXp0GhR7bibR6oPF9IoOIi7M/1QmURcrNwOVTfTk1QO5elgSzy4+wNjHl3DeU0v565e7GJcaycd3jyXUqD6QsacmnNncMLo7of7evLisk2cT1VfBhnmQfjFE9rZ7ue93F+Bt0piSJkEiTyRBIgd7YuFezLWNvHbLcKKC7WsO1pzrR6YQ6u/Ny8sPnvkNcx6ExBt+vk4noudZ5WY/7C7gwmdXsCqrhMcu7++4ABE0BYkkk8huPys3A5jeP55gP28+3OhmJWcnJwuqIO2/f9hPfkUt/++KAYYGiT1CZG8oOXjux53LkVXgHw4xHR8I4ExXDk1k67EysosqjVt0wNVQuEs1pOxEjp+oZtvxcqYPOMf7kdWqsvAkk8gteI+8nUSK8Dq0lGX7XDg9qs6s+nH1vxICTmULV9U1csvr69mdV8GLNwxlaqZcxHi6yU3lrEv3nvbzGNVXfR6ubWHIixurrm9kbXYp41Obhn+UHwOTd9f47N8ML5PGk1cN5OHp6YzuHUn/hDD+dkkm824ZQUSQr3EnCo5V71P5O059yc+bW8b2YNGuArIKzcady2hb3lET/8beb8hy3+/KZ3SvSMICpb+bJ5IrFgd79LJ+LLhtJBnxjsk2CfH34eYxPfhuVz4HbRcc9dXqDbGrZBJVFUGdmcq6Rn7/8XbueHMj0SH+fHX/eG4a3d2x56+VcjND2DKJTrsjHeDrxSWD4vl2Rx7m2gYXbq6dTpssuDOnnDdWHWL2yBRDepF5nMjeUHLgjL/3DrH1I3KTHmyXDU5E0+BzI7OJ+l2phhVsXmDcmgb4bqcKmk4/V7P22jLQrXb3SBBOkj4TPSiGOwKW8vdvdtPQQsNYh9vxMdRXwrBbT36pwWLl7nc2s/14Of+5XgJEXUVqTDCJ4QFn9iU62bz6gGs25UBL9hRS02Bhhi0AX3YMQhPA1HV7w5hMGndN7M0zswbz0o3DmDOuJyaTweWlmnZG82qbOWN74O9j4uXlBpTQO4Kuw7qXIHE4JI+ye7mswkoOFlVJqZkHc49P1G7MViftSHPG9cDXy8T/bL+YKm2ZDF3gbkI3Vb6ze/c2Zjz3Ex9uOsbdk3rzxb3jSIsLcfz5a8tlspkRgqKhsVbdFT7NNcOTqWmw8I2R/VscrSmTyBIUwx8/20FEkB+/uyjdxZvqpCJT1Wuo2o6Swoo81dfIDUrNbGJD/RnXO4rPtuYYV6oTHK2yKba8o4LXncTCnflkxofSPTKo9QfafgYkk8g9ePuiDb2JsZZN1BQd4f31R12zjx0fQXQ6JA0HVB+S33+8nRX7i/h/l/eXSZJdiKZpTE6PZlVWMXWNFvXFqKYgUZHnTTj7ensuMSF+p64xyo91uabVLhM7AAr3gNVy8kuRwX5cNyKFz7fkkNMZJ/MeW6c+K4243ZABH9/tVJ/Lp2ZIkMhTSZDIA0QF+3HtiGQ+3XKc/PLas8pdPFlj0xvivz/+Eauu88GdY/j9Ren4ejvpR1vKzYwR1NTQ9md9iYYkh5MaE8z7G465YFMdVFkAPkG8vaWU7cfLeWRmhoxabklkqjra05foiK0f0Vj79+NEVwxJ5FhpDZuOnDBu0VF3Qb0Ztr5j3Jp2yC+vZdORE+fOIgLVjwikJ5E7GXoLoPNQ1Gr+vfgA5TVOzvg058OR1dDvipMXPS/8mMWnW3L49QV9pQdRFzQlPYbqegsbDjX9Xu3WA7x8odizgkTm2gaW7itixoB4vGyZMmXHumQ/IpeI7QeNNWcNzrmjaXraqys6YTbRtvfAJxAyLrF7KV3X+XjTcUb1jDh3r0HhtiRI5CHumNALqw7zVmar+mvw+Eyi8uoGHvhW9bG5OLmRhQ9OYGRPJ19gyHQzY5wMEp3Zl0jTNK4fmcLWY2VsP+4GUyMAzPk0BsXw1KJ9TOgTxaWDEly9o87LkCDRavANgbiBxuzJSS7qH0eAjxefGllyljhMNbBe94rq8eNitjuN5+xHBGqyGUi5mTvp1h0t/WIuaVhIXXUF/13q5Kate74C9JNj75fuK+SZxfu5bHAC909Jde5eRKcwplcUvt6mUyVnXt4Q0RuKPKt59eI9BdQ3Wpk5sOl3q6UBzLkQJkEip7BNOCvYecaXE8MDuGJIIu+tP6pu2ncWDbWw8zMVIPKzv8pi/aFSDpdUM2u4/Lx5MgkSeYjkiEAuGRjPu+uOUlPS1OjXgzOJjpZUc8VLq/jhqAWLyZfLe1kJMWpyQVs11KoSKZluZr+gpsaLVWc3QL1meBJBvl68seqwc/fUQXplPtk1wTRYrDx2WX8Zt9ya8BTVaLPUjubVR1ZByih1MeBGgvy8mdYvlq+35Z4qjTDC6F+oZv4HvjduzQ76fGsu6XEhpMYEn/vBJ8vNJEjkVsY9iHddOf/ovpk3Vh061RvRGXZ/oRoTR6dzuLiKB9/bQnpcKE9cOVB+73ZRAb5ejOkVydK9p/cl6utxmURfb8sjPsyfoSlNvQ4rclVPN8kkco7odNBMZ/UlAnjg/D5YdZ3nlnSiPlj7F0JdOQy63pDlPth4jBA/71P9sIRHkiCRB7lrYm+q6i3s2b9fjYP1Dz/3k9zQ8RPVXP/qWkqr6nln7hi8wpOh3AUTsOqa+n546J+zU7VQbgaqr9c1w5P5ensuhRWd6M5MCyqLc9hfHcRDF6bRI+ocfVi6Oi8fCO/e8UwicwEU7YUe443dl5NcOTSJitpGftxTeO4Ht1XGpRCSoBpUulB2USVbj5Vx5dDEtj3hZCaR9CRyK8kjIWUsM6s+I9hb529f7jKuz1ZrKgtVgDjzcqobLPzi7U1omsYrNw4jwLfrNu4VMDktmuziKg4XV6kvRKfDicPqxp4HOFFVz4oDRVw8IP5UU+aypp5gkknkHD7+ENmn2SBRckQgs0em8OHGYxyy/Qy62tb31OeCnufZvVRFbQPf7sjjksEJ8rvWw0mQyINkxIcyOS2agtzDWEPiDGlM1tnkl9cy+9V1mGsbePv2Uaq8LCzJNUEiW3NYKTez38lMouJmv33L2B40WnXeXuei5qhtVFBRi6mqAEJiuXVcT1dvxz1EpkJJBzOJDq1Qx54TjduPE41PjSImxI9PNhv4+8vLRzWmzF4GhXuNW7edPtuSg0lTk9zapKZUTWfzbUPWkehcxv8SL3MOz/bP5qcDxSzaVeD4c+79GnQreual/P6THewrMPP89UNIiQx0/LlFpzY5PQaAJbZsoqi+KsvGnozVTuSTzcdpsOhcc3qpT3lT38Zw6cPlNLH9zio3s7lvSh98vUw880MnKHOsLISsxTBwliGT777elkdtg5VrpdTM40mQyMPceV5vullKKMbzxm1X1zdy6/wNlFbVs+C2kfRPbArOhLkok6i2XB1lupn9vP3AL6zZTCKAnlFBTE6L4d11R6htMLA0x0AWq87D768hiFrGDup3qpmkaJ0tSNSRHjqHlqlMvvhBhm/LGbxMGlcMSWTZviKKK+uMW3jYreDlB+teNm7NdrBadT7dnMP4PtHEhvq37UnVJSqLyANvbni81AsgJpPz8ubTL8afx77eTVVdo2PPuesziOjNvP2BfLUtl99OS2Ni32jHnlO4he6RQaTHhfDtjqb+nNG2CWeuC5obRdd13l13lGHdu505wbesKUgUluSajXVFsf2g7Eiz00SjQ/yYO6EnX23LZfXB5m9+Os2Oj0G3wKDr7F5K13XeXHOY9LgQBibJDXJPJ0EiDzO6VwTJ3uXsMgdhtToh5dtJdF3ntx9tY19+Bf+ZPYQhKacFwcKS1JSTxnrnbqq2qZGyZBIZIyiqxSARwJ3n9aK4st51o5bP4fklB8g+pO5URsTK3bw2i+ytpoTYGu63la5D9nLoOcGQu2OucuXQJBqtOl9tyzVu0aBIGHgNbHsfagycntZG6w+XklNWw1VtLTUD1ZNI+hG5J5MJpj6KVprFy+mbyS2v4alFDuwBU5ELh37iWNIMHv9uHxf1i+OeSb0ddz7hdi4ZlMCmIyc4fqK6aUCC5hHNq9dkl5BdXMXsn0/uKz8KwXHqhptwjtj+6li4p9lv3zMplR6Rgfzhkx1U1zs4aN6abe9B/GCIybB7qZVZxezNN3Pb+J7S960LkCCRh9GAWO0EB2uDWX6g5Qtud/OfH7P4dkc+D0/PYHJazJnfDEsCdDXZwZnqpNzMUEHRrQaJRveKZGSPCF5enm1so18D/HSgiOd/PMA1fZuap4fEunZD7qSjE85Ks1WKvZuWmtmkxYXQPzHU2JIzgFF3q+Db5jeNXbcNPtl0nCBfL6ZltmN4QnUpBEiQyG31nQapU0ne9h9+MSyUBWsOs+mIgwKUOz8BdO7f2YeeUUE8PWuQXLCIM9imfn2zPQ98AqBbd49oXv3uuqOEBfhw8cCfNQwuOypNq52thQlnNgG+XvzzqoEcLa3mX9+7KEBZsAvytxvWsPrVnw4RHeLHZYNlam9XIEEiT1NnxttSQ7VfNPN+OuTq3Rjiu535PPPDfq4cksjcCc30ebGl1zq75MxWbibTzYwRFNViTyKbB87vQ35FLR9tdEF5YQsOFJi5953N9IkJZu6Qpn4YwZ47WdBwkU0ZACXtnARyaLk69ppk5G5c4qqhSezMqWBfvtm4ReP6Q48JsP5VsDjvLmZZdT1fbc/l0vY2tawuPtWbTLinC/8BDVX82udjEsIC+P0n2x1SHmzd9gH7vfpw0BLH/24aRrCfe002FI7XPTKIgUlhfL3dVnKWAQW7XbspOxVX1rFoVz5XDk3E3+dnv1tLsiFCsumcKixJ3SRupnm1zahekdw0ujuvrzrEj3ud0Kvt57a9rybIDrja7qX25ZtZsb+IOWN74Oftvtnbou0kSORpzPkAZPTty8qsYvbknV0r60725FXw6w+3Mig5nH9cOaD5u4W2aQ4uCxJJJpEhzpFJBDAuNZIhKeG8tOwg9Y0d6GFjsMKKWua8sQFfby/m3TICv5qm/YdIkKjNQhJUP6r85u/GtSh7uXquLRPJjV06KAFvk8anhmcT3aWyrfZ9a+y6rfhw4zFqG6zcPKZH+55YWQjBMed+nOi8otNgxB34bH2T5yd7k1VYyRMLje0DY8nfjalgB+/VjeH564fQK1oanYvmXTIwgR055WrKWfxAdSOivtrV2+qwN9ccocGic8Oo7md+o74aKo57xHuhW9E0VXLWQiaRzcMz0umXEMp9725hV265kzaHujm0/UPoM82QGzCv/pRNgI8XN4ySdgpdhQSJPE1TX48xg/oT4OPFvJXum01UZK5j7oKNhPh787+bhp1958QmrKnvha1xn7PUVoBmkmk8RgmKVs1rrS3fedY0jV9O7UtOWQ1vrjnstK01p6y6njlvbOBEdT1vzBlBckQgVOaDly8EeF7jeIcxmSBpOBxb3/bnWK1qslmvSR7R6Dgy2I9JaTF8tiUHi5G95NJmQFiK0xpYW6w6b645wsieEWTEtyPDsrFe9XgLksbDbm/S78E/nGF7nuT2cT2Yv/qwoXfQ137+Eo26ifTz55ycYiVEc2wlWV9ty1XDDXRrq1kfnVl1fSNvrjnM1IxYUmN+9pnTNrUtSoJEThfbT2WotTJ4I9DXm9dvGUF4gA+3zd9AdlGlc/a292v1mdSAUrPCilq+2JrDNcOTCA/0NWBzwh1IkMjTNAWJgqOSuWZ4El9szaGwotbFm2q/mnoLcxeoSWav3jy89Qk5PgHq4qLc2UGicjXZzAMuUjuFoGhAV71JWjGxbzST06J5bvEBiswGToRqh/LqBm6ct46swkpeunEYA2xTHswFEBwrPxPtlTwKCnc3OyWkWblb1Mj0XpMcuSunumpoIoXmOlZmGTgJxeQFI++AI6sgb7tx67Zg6d5Cjp+oYc7YHu17YnWJOkq5mfsL6AZT/gSHf+IPPQ+QER/Kbz/aTl55jd1L//fH/XTP+5bDYSO4dvIwAzYrPFlCeAAje0bw0abjWGMHqC/mbXXtpjroo43HKatu4K6Jvc7+pq2fn2QSOV9sP6g3q8bhrYgJ9ef1W0dQ32jl0hdWsXBHOwd1tJfVCsufhMg+kH6x3cstWHOYRqvO7eObafkhPJYEiTyNbUJQSBy3jetJo1XnrbVHXLundrJYdX75wRa255Tz3HWDGZgUfu4nhSW5ptxMSs2MY7tAPEfJGcAjMzOpbbTw1CLnj7Qtrqzjxnnr2J9fySs3DTtz7HJlvgoSifZJHgHokLOxbY/f/53K4utzgUO35UxTMmIIC/AxvuRs6E3gEwjrXjF23WbMX32YuFB/Lshs52vA9pqXTCLPMHQOxGTis/gRXri6L/WNVm6bv5HKuo73xpq/6hCrF39KklZMr6l3GrdX4dFmj0zhaGk1a4oDVGP8fMcHy43WaLHy2spshqaEM7x7M1nKxU1BoohmAkjCsWwTztqQoZYeF8rXD0ygd0wwd7+zmXvf2czefAe1BNn7NRTugom/s3v6a3V9I2+vPcqFmXF0jwwyaIPCHUiQyNOY88E3BPyC6REVxAUZsby99gg19Z1rGlRrnli4h0W7Cnjk4kym9WtjbxdXBInqKqRptZFsF4htCBL1ig7mtnE9+XDjcTYebj3zyEgHiyq54sVVHCg088pNw84udzAXSD+ijkgcDmhtLznbv1BlH3nQyHQ/by8uGRTPol35mGsbjFs4oJtKN9/x0Tkbw9tj05FSVmYVc+u4Hvh4tfOjhQSJPIuXN8x4GsqO0Xvz4/z3hqHsLzBz37ubabS0v5fcK8sP8revdvNgxDp0/3BMGTMdsGnhiS7qH0dYgA/vbjim+hLlbXP1ltrtmx15HCut4c7zejffl7MkC0KTwFcu4J0uJgPQ2txTMTE8gI/uGsP9U1JZtq+Qi579idvmb2DJngLjSs2tVlj+T5VZ1v8qu5f7aONxymsauOM8ySLqaiRI5GkqciH01GjMuRN6caK6gY82ObkUq4PeWnuEV386xJyxPbitPWmNYckqSKQb2M/jXGrLwb8NWU6ibdoRJAK4//w+JEcE8OD7WymvMfCiugU/7i3gqpdWU1Nv4f07xzTfD0MyiTrGP1SlbR9bd+7Hlh+H/B3Q9yLH78vJrh6WTG2DlS+25hq78Ki7wFIHm94wdt3TPPPDfqKCfblpTPdzP/jnbMErCRJ5jh7jYOz9sOkNJlo38Nhl/Vm2r4h7393c5olnVqvO49/u4fGFe7mmXzAjalahDZwFPq2UnwtxGn8fL64amsT3u/KpiewPhXvA4vjPC0ZpsFh55of9pMeFMK2lDM2SrFNTQoVz+Qaphv3HN7T9Kd4mfjMtjVV/mMKD5/dhR045ty/YyOSnl/HuuqPUNdp5U3/vV6qZ9nn2ZxE1WqzMW3mIISnhDOvuOTflRNtIkMjTVORCaMLJ/xzRoxtDU8J5ZXk2DR24g+dMS/cW8tcvdnJ+egyPzMxs35PDkqChCmpOOGZzzamtkHIzI50MErUt2yHYz5vnrxtCQUUtf/hkO7qDAoR1jRb+/vVubpu/kfiwAD69exyDk5sJDjbWqZ8/ySTqmOSRcHxjq43LAdi/SB3Tpjt+T042KCmMfgmhvLXmiLE/z9Fp0HsKbJjnkAuktdklrMoq4RcTexPoHLma9gAAIABJREFU24Fx5FWF6ig9iTzLlD9D3AD48j5mZ/rxl5mZLNpVwM3z1lNWXd/qU4vMdcyZv4FXVmRz0+ju/LPPXjRLHQy5yUmbF57i+pHJNFh0VlcngqUeipxfpt5RH248xpGSah66MA2TqZksIl1XU9ukH5HrJI+C4+tbbV7dnPBAX351QV9W/2EKL90wlG5Bvvzxsx2c/6/lrO5ob0JLIyx5DKLSDMki+mZHHkdLq7nrPAlCdkUSJPI05jw1FrqJpmncMymVnLIavt5u8N1pA+3KLee+dzeTER/K89cPwau5N8PWhCWpozNLzmyNq4UxArqB5tXmTCKAISnd+O2FaSzcmc8rK7IN39L6Q6VMf+4nXlt5iFvGdOeze8aSEhnY/IMrmy50JZOoY5JHqRLOc32A3/8ddOsJUX2dsy8n0jSNm8d0Z1+BmfWHDC6jHHW3en/Y/YWhy+q6zjM/7Cc6xI8bR3cgiwjUa97LT36fehpvP7hqHtRXwRf3cNu4Hjx//RC2HDvB+f9azgcbjmL9WYlFbYOF99YfZfpzP7Euu4S/X96f/7usH6atb6sJVfEDXfQ/I9xVn9gQRvaI4NUDIeoLblJyVlNv4bnFBxjevRtTWprkV12iPotKkMh1Ukarv4MOBh99vExMHxDP5/eM5c3bRuLjZWL2a+v46xc7qW9s5839rW+roOHUv6qyXztYrTr/XZpF39jglrPYhEeTIJEnsVpUT6LTys0ApqTH0Dc2mJeWHTzrA1lnkFdew+3zNxIa4MPrc0YQ5NeBX2yuChJJJpFxTCaVSWDLKmijOyf04uIB8TyxcC+vLD9oyFbyymv49YdbmfXKGuobrSy4bSSPXtYff59WUncrm8Y8SyZRxySPVMfWSs7qqyB7uSo189AJcpcOSiQswIc3jR44kDoVInrDupcNXfaLrbmsP1TKA1NSW399tKaqWGUSeujfaZcWnQbT/g5Zi2HDa1w6KIHP7hlHz6ggfv/JDkY/voRfvr+FJxbu5cH3tzDhyaU8/OkOEsP9+eK+cdw4ujvaoeWq4fDQm139fyPc1N2TerOuIpwGr0CnTHo0wryV2RSa6/jdRenN9yICKD6gjlF9nLcxcabkUep4bK1dy2iaxnl9o/n2gQncNq4nC9Yc4bb5G9reo7C+GpY+rvaTNsOuvQD8sKeA/QWV3DMptfksNuHxJEjkSSoLQbecUW4GYDJp3D2pN/sLKlm8p8BFm2tecWUdN7y2jqq6Rl6fM6L1UfetCUtWR2cFiawWNfZSgkTGCopud3Ndk0nj2esGc/HAeB5fuJcnFu5t/92XJjllNTz+7R4mP72Mr7flcfek3nz/q/POnGDWEnO+OkomUcd066n+/rOXt/yY/d+p3joeWGpmE+DrxTXDkli0M5/CilrjFjaZYNgc1TvhxGFDliyprOPRr3YxODmc2aM6mEUEKpNISs0814i5kHoBfP9nyN9J/8QwPvrFGP47eyijekWyMquEeSuz2Xz0BIOSwnhn7ig+v3cc6XGhqpxm8d/Ue/zgG139fyLc1KS0aAYkdWOPnoI1b2vHFyo7Biufhc/vgRJjbko151BxFc//mMX0/nGM7NlKL5iSpslm0pPIdSJ6qc8uR9vQU7ENAny9+MslmTx9zSDWZJdw7StrKa1qvTwXgHUvqb6YUx+1+4aLrqssopSIQGYOjD/3E4RHsi8XTXQu5qZyspCEs741c2ACzy0+wDM/7GdqRmyniAqXVzdw07z15JbV8Nbto8iIt6PUIDBKlSuUHzVug62paxpbKdPNjBUU1a5yMxsfLxPPXTuYUH9vXl5+kGX7Cnns8v4M796t5TtwTWobLCzZU8gXW3NYsldlMV08IJ6HLkwjOaKF0rLmVDYFiSSTqGM0DfpdCRtfVwHv4GbS6ze/CWEp0GOC8/fnRDeO7s68VYeYv/owv7so3biF0y+GHx6BfQth9N12L/f3b/ZQWdfIk1cPbH+J8OmqiqRptSfTNLjsv/C/ifD2VXD792jdunPxwHguHhiPruvoOs1/Ltn9BeRugctelIbVosM0TePB8/uw6Z3uZOauwGRpAC+f9i2y8t8qYAng7Q+7v4RLnzOk98vpdF3n4U+34+dt4tFL+7X+4JIsMPmo90XhGpqmsnfszCT6uauHJREV7Mtdb23i1vkbeHfuqJYrLapLVfAybQZ0H2P3uVccKGb78XIev3IA3u2dVio8hvzNe5KKPHUMPTvq6+Nl4tfT0tibb+bLba7vTVRZ18gtb6znYGElr948nBE97OyabzKpkjNnZRLVlqujZBIZKyi6Q0EiAG8vE49fOZDXbh5OaVU917y8hslPL+OJhXv5alsuO3PK2ZNXwbZjZXyxNYenFu3l2lfWMPDR77n33c1sOVbG3Ak9WfG7yTx//ZD2BYgAzAWApgKWomNGzAVrA2xecPb3Sg9B9jIYepN6vXuwHlFBzBgQz5trjpyzwW+7RPaG6HTY+43dS32w4Sifbcnh7om96RsbYt9ilRIk8nghsXDjp9BYA29dof7Om2ia1nyAyNIIPz6mfmYHXefEzQpPNCU9hvzwIXhbaqg9url9T85eBosfhfSZ8MAWuG+jGn/+8W0qWGSg9zccY212KX+ckUHMubLrS7JUJoud/WeEnVJGqwxds7HVGpPSYnhh9lB2HC/j7nc2t5wl/9O/oL4Szv+LIef9749ZxIX6c+XQREPWE+7Jsz9pdzUVTcGf0OZf1DMHxJMZH8ozP+zvcDmOEWobLNyxYCM7csr5z+whTOhj0MWBM4NENWXq6N/MlCvRcR0oN/u5qZmxLPnNRJ68aiAJ4QG8+lM297+3hZn/Wcn0537isv+u4sH3t/Ly8mxqGizcNLo7784dxdqHz+fh6Rkkhgd07MSV+Wr/8mGt46L7Qs+JsPENdYF4ui1vgWaCwTe4Zm9Odv+UVCrrGpm38pCxC6fNgCOr1Z3HDvpxbwF//Gwn5/WN5v7z7eyFoetSbtZVxGbC7A/VZ5V3roY6c+uPX/YPdRF8/l/tHuUshKZpTL3oCgBW/9iOwI45Hz6Zq4YlXPGKCsqEJ8Ot30JMJiz+KzQaE8zfeqyMv365i7G9I7l2ePK5n1CSJU2rO4Pk0epocDYRwAWZsTx+5QBW7C/i0a92nf2AsqOw/n8weLYKXNpp/aFS1h8u5a6JvfDzlt+7XZlczXgSc65KO20hk8Fk0njowjRunb+B9zcc5eYxPZy7P6C+0co972xm7aES/j1rMBf2M7A0JywZDi4xbr3WSCaRYwRFqbsh9dXg285MntOE+Pswa0Qys0YkU9doIauwkmOl1eg6eJk0ukcG0SMq0Ng3QHOBulsu7DPyDvjgRti/EDIuUV+zNMKWd1Rfk7CucWcrPS6U6f3jmL/qMHPH9yIssJ2lES0ufDGsfEY1Eh44q91PX7KngPve3UJGfAgv3TAUH3tT0evMqs+UZBJ1DSmjYdYCeO96eP8GuOEjNQXt5w78oO6OD7kJ0u1vwioEwIj+6RR+1R2OrGJnTjn9E9vwGe6rX6qhCbd8BX7Bp77u5aP6v7x7DWyaD6PutGtv+eW13PnmRmJC/PjP9UPO3RaioUY1rk6/2K7zCgPED1IliEfXQeZlhi9/7YgUsouqeGVFNkNSunH1sKRT31z+T3UDbdLDhpzrhaVZRAb5ct0IKWHs6iSTyJNU5Kl+KK2UYkxKi2ZMr0j+9f3+tjVCM5DFqvOrD7fy495C/t/lA7h8iMEXe2FJ6o6PQXd0WlXblEkUIJlEhrJdKFbbl010Oj9vL/olhHFR/3imD4hnWr840uJCjL9DUpkPwdKPyG59p0NoEiz7J1SVqK+t/5/68+1i043un9IHc10jL68wsEFqwlDVXL2dJWe1DRb+76vd3L5gIz2jgjo+ifLnbOWlEiTqOvpeqHoUHVoOb14OBbvP/P7xTfDpnRDbH2Y85Zo9Co8Vlj6REaZ9/OGjLdQ2WFp/8KGf1A2L8x5qPkujzwWqR97yJ6C2osN7KqyoZc4b66mqa+S1W4YTGdxM4PTnCnarYTXxgzt8XmEQb19IGgGHVjjsFA9dmMaYXpH86bMd7MxpulFdfhy2fQBDbzk15dkO246VsWJ/EbdP6EmAr2QRdXUSJPIk5lwIab0LvaZpPHpZP6rqGnnyu71O2hg0Wqz87uPtfLM9jz/NyGD2KAdEqMOSAP1UA29HOlluJplEhrJdKHawL5FLSSaRMby81YVh8X547Xz48gFY9LDKIup7kat351SZCaFcOSSRV1dksyev4xcgZzCZ1J9j1mJorKO6vpHq+kZqGyw0Wqzoun7yoRW1DWw5eoInv9vLmMeX8PqqQ8wZ24NP7xlLTIhBTYRt5aXBEiTqUgZfr0p3ivbAy+Phvdmw8Pfw1pXw2hR1Z/yaBeDTwfJfIVrg13sCIVRjLdjFrz/citWqN/9Aq1U1+g9NbLnRv6bBtMegugQ2zuvQfrIKzVzx4mqOlVbzyk3D1VS/tsjboo7xgzp0XmGw1POhYMep/rAG8/Yy8cLsIUQE+XLfu5uprGuENS+CboWx9xlyjqcW7SMiyJebRtsxrVR4DCk38yQVuerO2zn0jQ3h1nE9eG3lIa4dkcyQlG4O3VZdo4UH39vKd7vy+fUFfbnjvF6OOZEtil5+HLr1cMw5bE6Wm0kmkaFOBomMyyRyCqsFqgolk8go6TNgzteqJGXzAhh9L1zwf12y39MjMzNZcaCI3328nc/uGWvXpJHKukaW7yuitCSNm+orufmxl1lRd3Y/C5MG3iYT9Rbryf++IDOW28b1ZFSvyA6fv1lVaqKgZBJ1QYOugz7TYNnjcHApHP5JlWxM/ZtqYu9nZ0N0IZrTfSwAjww4wfXb8/l76B4emZlx9iTU3Z+pyXqXv9R6sDJhCCQOh52fwvhftXkbtQ0W5q08xItLswjw9eaDu8a0rfzNJm8bBHSDcCkL6hRSL1DT77IWqwEbDhAZ7Me/rx3M7FfX8sSna/h79nwYcLUhPwOrsopZmVXMny/OIMTfoPJ24da63iduT6XrKnrdZ1qbHv7g1L58uS2Xhz/dwef3jsPfxzFphVV1jdz11iZWZhXzl5mZ3Da+p0POA6ieROCc5tW1ZepOp3yINZatea27ZRJVFau7OSESJDJM8ki4awWUHIBek1y9G5fpFuTLo5f25953N/PKimzundz+JqWHiqtYsPowH286TmVdIyl+Mdykwc2JuYzpOxOTBo1WHatVV0ddp8GiExbgQ2pMMAMSw4gLc9D4cSk369oCI84sKdN1lZ0hhKOEJUF4CqO99jFn7BW8vuoQxZV1/P2K/oTaLo4b69Q0s9j+MPDac6/Z7wr4/k9QclBNkWxBbYPqkfjNjjw+35JDXnktF2TG8tdLMknq1s4+jLlbVRaRvF46h9h+EJIAB753WJAIYHSvSO6bnIp1+VPgUwXjHrR7TV3XefK7vSSE+XOjZBGJJhIk8hR1FdBQdc5yM5tgP2+euHIgt87fwFOL9vHIzEzDt1RWXc+cNzawI6ecp68ZdGajNUewNbQtP+bY84DKJPIPkzdno7lruVllvjoGS7mZocISu0yj6tbMGBDHxQPjefr7fSSGB7S5n1tWYSX/XZrFF1tz8DaZuHhgPNePTGFoSji89CRTgw4xdVLLFzROYcsabGHgguhi5D1VOEP3cWgHfuAvv8kgMsiXZ5ccYMuxE/x2WhrT+8fju/F1KDsCN35y1mQ9XdcpMtexJ9/M3rwK9uabKc2NZwHw7PNP8Yr1crxMGiZNDcrwMpnwMkGDRT/ZC9TLpDEuNYp/XTOIsakd+N3XWAeFe2DMvQb8YQhDaBr0mQq7PgdLg2ps7iAPnJdI1ZpFrLAOoYd3T+zNI/p2Rz7bjpfz5NUDHZY0INyPBIk8RUVTH57QhDY/ZXJ6DDeP6c68lYeYlBZt3Ch64PiJam6fv5FDxVW8eMNQY6eYtcQnQF1olDkhSFRTJqVmjuAbBD6B7lduZi5QR8kkEg6gaRr/umYQpZX1/OajbQT4erX6O3VfvpkXlmbx9fZc/L29mDuhF3Mn9Dyzj1DKaNj9heq70cqwA4erKlIBd29f1+1BCNG1pE6Fbe9hyvqe+8+/iLGpkTz08XYefH8rzwVv5Cv9cU50G8WK4j7UFxyirKaB/PJajpRUs6/AfMbgl/gwf9Likjlc349r2UhV/wewWMGq61isOhZdZWmaTBrxof4kRwRyXt9oIoLs+J1XuBusDZAgTas7ldQLYPObcGw99BjnsNN4b3+PML2CedrllL2/hY9/MabDk0Yr6xp57OvdZMSrHohC2EiQyFN0IEgE8McZGaw+WMKvPtjKp3ePIyWy42PHbTYdKeWutzZR12hl/q0jOnaXpKPCk51UblYuTasdJShKMomE+Bl/Hy9evWU4N7y6lrve2sQlgxJ4aFoayREBaJpGeU0D67JLeGvtEX46UEyQrxe/mNibueN7Nj8pJ2Ws+jBbtBdijc8kbbOqIik1E0I4V+ZlsORRWPEk9L2QYd0jWPyriSw/UETNt38hqLycWfmXsevznSefEhXsR2K3AKZlxpIeF0J6fCjpcSGEBzYFe9bcCIse5k+jfCGq/WXB7ZK7VR2laXXn0msSmLxVyZmjgkSWRlj9PCSNZNaIWdz73hb+9f1+/jA9vUPL/ev7fRSYa3npxqF29TwUnkeCRJ7C3NRNv43lZjb+Pl68fOMwrn55Nbe8sZ5P7h7b4bsbuq7zzrqj/N9Xu0kI9+f9O0eQGhPcobU6LCwJivY7/jy1ZRAgmUQOERTtfkEiWyaRBImEAwX7efPenaN5edlBXlmRzVfbcgny9SIswIfc8loAYkP9+O20vtwwqjvdWvtdnjJaHY+udnGQqFiCREII5/LygfG/hq9/CQd/hNTzMZk0JnvtAPPHMGAW7864k5p6C37eJoL8vPH1PscFdOZlahLn7s/gvIccu/+8beAXBt0c2OdTtJ9/KCSPhgM/wAWPOuYcuz6DsqNw0RNcnJ7AyoPFvLz8IAMSw7h4YPuuAXfmlLNg9WFuGJXi8CFGwv1IyNBT2DKJ2hkkAkiNCea1m4eTW1bDrfM3nJFG21bm2gbuf28Lf/58J6N7R/L5veOcHyAC1by6/LhqfulIteVSbuYo7hgkqsxXPw8+DmruK0STQF9vfj0tjaW/ncQjMzOZNSKZkT0jeOjCNN6+fRQrfz+F+6b0aT1ABGoCZHAcHF3rlH23qLJQgkRCCOcbPFuNt1/+JNRWqN+F798A0ekw40nCAnyIC/OnW5DvuQNEoPrnJY2APV87fu95WyF+oPTw6ozSZ0DhLtXE3GiWBlj5b4hKg77TAfjbpf0YmhLObz7ays6c8jYvVdF03RYZ7MdDF3YsC0l4NgkSeYqKXAiM7PBF6vAeEfzn+iHsyavg8v+u4kCBuc3PXXmgmAv/vYKFO/P53UVpzJ8z4lT6rbOFJakG3jUnHHuemjIpN3OUoCg37EmUL/2IhFMlhAdw+/ie/PWSfjx73RDunZzK+D5Rbe9LoGkqm8jVQaKqwlNTDYUQwlm8/dTI+mNr4YlkeP1CFei56VM1Wr4j0maoAE55jrF7PV1jPRTskn5EnVX6THXc64Bg4fJ/qgDUlD+d7CXo5+3FyzcNo1ugL3e8uZGjJdXnXMZq1fnV+1s5VlrNf2cPJSxARt6Ls0mQyFOY89ToRTtM6xfHB3eOprrewhUvrua1n7Kpb7S2+PhjpdX8+oOt3DhvHf6+Xnz8izHcMykVk8mFdzbCmiaoObIvka5LuZkj2TKJHJ0NZiRzXoey+IRwqZQxahqkM5r9N6exTgX05bUjhHCF4bfDrLfggsdg0sNwy1cQHNPx9dJmqOP+hcbsrzk5G8FSD8mjHHcO0XHdukP8YNj9pbHrHl4JK56GwTeq0sbTxIT4M++WEdQ0WJj1yhqyiypbXEbXdR5fuIclewv5yyWZjOwZYew+hceQnkSeoiKn3U2rmzMkpRtf3DeOP322g79/s4e31h7hskEJjO8TTUyIH5oG24+X8+PeQr7enotJ07h7Um8ePL9P5xibeHqQKH6gY87RWKveoCWTyDGCosHa2BSIc5Ma6Ypc6J3h6l0I0T7JI9UxZ6Nq+u9sldLLSwjhQiYTZF5q3HrRaRDRC/YthBFzjVv3dNnLAQ16jHfM+sJ+GZfAj4+pjLIwAyaGVRXDp3eqn63p/2z2IZkJobx3x2hufG0ds15Zyz+vGsD5GWe+t9Y2WPjNR9v4ZnseN45O4abR3e3fm/BYEiTyFBV5kDjMkKUSwwOYf+tIlu8v4vklB3hhaRbP/5h1xmPCA324dkQy903uQ1xYJ+rDEtZ0oePITKKaMnWUnkSOEdR0F6+yyD2CRJYGVW5mQJBWCKeK7acmseRth35XOP/85qapgJJJJITwBJqmsonW/w/qzOAXYvw5Dq1QU83c4fNRV5V5mQoS7f0GRt1p31qWBvjwFhUoun0R+LXc7zUjPpQP7hrNPe9s5vYFG5mWGcuF/eJIjghkw+FSPt50nMMlVTw8PZ07z+uFJj2tRCskSOQJGuugutjucrOfm9g3mol9oymvbmDD4VIqahuwWHV6RQcxOLkbXq4sK2tJYBR4+UH5Ucedo7apMZyUmzmGrT9JVRFE93XtXtqisgDQJUgk3I+3n2rSmr/dNec/GSSSTCIhhIdImwFrXoCsxcYH3+ur4PgGGHOPsesKY0X1Ue+te760P0i08PdwZCVc+SokDDnnw1NjQvj6/gm8+lM2L/yYxfe7C05+b0SPbvzlkkwmp9lRUim6DAkSeQJznjo66CI1LNCHqZlu8iHeZFJ/DrZpb45Qa8skknIzh7BNOnKXCWe2n7VQA1KKhXC2uIHqYsYVJJNICOFpkkdBQIQqOTM6SHRkDVgboOdEY9cVxsu8DFY8BSeOqD5F7aXrqlH1xnkw7kEYOKvNT/X1NnHv5FTumNCLo6XVHC2tIi0ulMTwgPbvQ3RZ0rjaE1TYgkTyQRtQF+sODRI1ZRL5S6qvQ7hdkKhpiolkEgl3FD9QTRizBWycqTIfNC+VASqEEJ7Ayxv6XgT7F6lSISMdWg4mHzWZUnRuQ28BzaRKD9tL1+GHv8Cyx2HwDXD+Xzu0BV9vE6kxwUxJj5UAkWg3CRJ5AnNTQMTgcjO3FZpw6sLdEWokk8ihAiPVsarYtftoq5OZRPL6E24orqnBf54LSs7M+apptUk+igghPEjadJV1fnStseseWq4GDvgGGbuuMF5YImReDpvfVP2p2srSAF89AKufV83PL30BTJ1gMJDocuSTmSeQi9QzhSWq7Cqr1THr28rNpCeRY3h5q1Rtt8kkygXvAGkiKdxT3AB1zN/m/HOb8yAkzvnnFUIIR+o9RfXH3PetcWtWl6pgvpSauY8x90BdBWx5u22PrzPDe9epwNKE38KMp+UminAZ+cnzBBV54BMomS02oYmqZttRQYaT5Wby5+0wQdFuFCTKUQFamRIh3JF/qBqr65JMogIJEgkhPI9fMPSapKZb6boxax78EdCh92Rj1hOOlzgMkkfD2pfAamn9sVarmmJ2cClc8jyc/4h8rhQuJUEiT2DOVY0/5ZeJYsuoclTJWU0Z+ASBl49j1hdNQSI3KjeTLD7hzuIGumbCmWQSCSE8Vdp0KDsChXuMWW/ft+qzUeIwY9YTzjH2PvVzsPWd1h+36lk4uARmPAXDbnHO3oRohQSJPIFcpJ7pZJDIQc2ra8ul1MzRgqLcKJMoVyabCfcWPxBOHD6VJekMjXVQUyqTzYQQniltujru+8b+tRrr4cAP0PdC6U/jbtJnqol3Sx6D2ormH3N0Lfz4dzUNb/htzt2fEC2QIJEnqMiTINHpQpPU0VGZRLVlUmrmaO5Sbma1qGwIef0JdxY3SB3zdzjvnJUF6hgc67xzCiGEs4TEQeJw2GtAX6Ijq1Rvm7SL7V9LOJemwUWPqymiP/3r7O+fOAIf3AThKarMTKpCRCchQSJ3Z7U2pezL3diTAiPBy9eBQaJy8JdMIocKilbBuMZ6V++kdVVFYG2UIJFwb/FNE86cGSQy56ujvHcJITxVxiWQuxlKs+1bZ9+3akBGr0lG7Eo4W+IwGDQb1r4IuVtPfb3mBLxzNVjq4Pr3VY9AIToJCRK5u+oS1aRZLlJPMZnUhYejys1qyqTczNGCotSxusS1+zgXWyBSys2EOwuOgcAoKNztvHOeDBJJJpEQwkMNuAbQYPuHHV9D12HfQtWw2jfQsK0JJ5v6V3UD9I3psPMT2PU5zL8ESg/Bde9CTLqrdyjEGSRI5O5OXqRKkOgMoYkO7Ekk5WYOFxStjp295Mz2MyavP+HuYjKMa7DaFpJJJITwdGGJ0HMCbP+g41PO8ndA+bFTPY6EewqJgzuWQmx/+Pg2+OgWqCuHWQugx3hX706Is0iQyN2Z89QxRC5SzxCWCOXHHbO2lJs5ntsFiSSTSLi5mEwVJDJqXPO5VOaD5qUymIQQwlMNvE6Vmx3f2LHnb5ynWij0lSCR2wuJhTlfw9S/wXXvwQNbIV36TInOSYJE7u7kRarcjT1DaIIKoFmtxq5rtajmgZJJ5Fgng0TFrt3HuVTkqA9vgZGu3okQ9onJgPpKdcfaGcz5qmm1ST6GCCE8WMYl4O2vsonaqzwHtrwDQ26E4Gjj9yacz9sPxv8K0mfIpDrRqcmnM3dXkavuxsqEmDOFJoKl3vieNrYR0dKTyLFsPYncIZMoJF4udIX7i8lUR2eVnJnzVfq9EEJ4Mv9QlS2y8xNorGvfc1f/B3QrjPulY/YmhBAtkCsbd2fOa7obK9HoM9jKf4yecFZbpo6SSeRY/mFg8nGPIJGUmglPYGua6azm1RIkEkJ0FUNugprS9jWwriyCTfNh4LXQrbvDtiaEEM2RIJG7q8iVUrPm2BoJGx4kasrTM8rcAAAgAElEQVQkkp5EjqVpquTMHcrN5PUnPIF/GIQmOTGTKE+CREKIrqHXJIgboDKD2toGYdWz0FirSpOEEMLJJEjk7ipyZbJSc05mEhk84azmhDpKuZnjBUdDVaGrd9Eyq1UyiYRnicmAAidkEjXWqbvqMtlMCNEVaBqMfQCK98GB78/9+BOHYf3/YPBsiO7r8O0JIcTPSZDI3ZnzZLJZc4KiVbmS0ZlE1aXqKI2KHS8oBioLXL2LllUXq75XYUmu3okQxojJUBcxlkbHnufkVE7JJBJCdBH9rlDZmqueO/djlzym+o1O/pPj9yWEEM2QIJE7qzOrSVtS7nI2k0n9uZRLkMhthcRCZSfOJLIFICWTSHiKmEwV+CzNdux5ypomqIUlO/Y8QgjRWXj5wJh74Ohq2PNVy4/L2QQ7P4ax90GYfL4QQriGBIncWUXT3Vi5SG1eaKLx5WbVJYAmPYmcIbgpSGS1uHonzbMFIOVDnPAUMRnq6Ojm1eVNQaLwFMeeRwghOpPht0HCUPj0Lsjfcfb3i7Pgo1tVNvy4B52/PyGEaGJXkEjTtAhN037QNO1A07FbM48ZrGnaGk3Tdmmatl3TtGvtOac4jbkpACJ9HZoXmuCAcrMS1Y/Iy9vYdcXZguNAt5zK3upsJJNIeJroNEBzfPNqWyaRvHaEEF2JTwBc/54aFPDudVC079T3Dv0E8y6A+iqY/QH4hbhun0KILs/eTKI/AEt0Xe8DLGn675+rBm7Wdb0fcBHwrKZpkoZhhJOZRNKTqFmhCSqTSNeNW7O6WErNnCU4Rh0r8127j5aUHwcvXwiMcvVOhDCGTwBE9HJCJtFRlSno4+/Y8wghRGcTEgez31ftIl4cDR/NgVfPhwUz1U3IuT9A4jBX71II0cXZGyS6DFjQ9O8LgMt//gBd1/frun6g6d9zgUIg2s7zCjiVySCZRM0LTQJLXVOJmEGqSyRI5CzBserYWZtX2yYLmqRqV3iQmAznZBJJPyIhRFcVPwge2AJj7oP9i6C2DC76J9y5XAXqhRDCxeytmYnVdb0pnYV8ILa1B2uaNhLwBQ7aeV4BakKMfzj4Brp6J52TLcOqIgeCDMr2qC6F8O7GrCVaF2ILEnXS5tUVOSoQKYQnicmEfd9CQ63jMn3Kj0PcAMesLYQQ7iAoCqY9BlP/BpoJNM3VOxJCiJPOeQtc07TFmqbtbOafy05/nK7rOtBiXY+mafHAW8Ctuq5bW3jMnZqmbdQ0bWNRUVE7/1e6oIo8KTVrja3fhZHNq6tLIDDCuPVEy2yZRObOWm6WI68/4XliMkC3QvF+x6xvtaogUbhkEgkhBCYvCRAJITqdc2YS6bo+taXvaZpWoGlavK7reU1BoGZv+WuaFgp8A/xJ1/W1rZzrf8D/AIYPH25gIxkPVZEjpWatOT2TyAi6LuVmzuQbBL4hnTOTyGpRjeNlspnwNDGZ6li4B+IHGr9+VZEqAw6TyWZCCCGEEJ2Rvc00vgRuafr3W4Avfv4ATdN8gc+AN3Vd/9jO84nTmSWTqFXBMWDyPjWq3F71lWCplyCRMwXHdM7G1ZWFYG2U6UzC80T2Vg3ZHdW8urxpsplkEgkhhBBCdEr2BomeAC7QNO0AMLXpv9E0bbimaa81PWYWcB4wR9O0rU3/DLbzvMLSoC5UJUjUMpOXyrQyqtzM1gBbgkTOExzbOTOJbD9TYdKTSHgYLx+I6uu45tVlR9VRGlcLIYQQQnRKdjWu1nW9BDi/ma9vBOY2/fvbwNv2nEc0w5wP6FJudi6hCcaVm0mQyPlCYiF/h6t3cbaK4+ooQVrhiWIy4Og6x6xd3vTakUwiIYQQQohOSWY3uytz01A5KXdpXWiCgZlEpeooQSLnCY4Fc4Grd3E2WwmjTDcTnigmA8qPQm2F8WuXHwO/UPAPM35tIYQQQghhNwkSuStb4CNUMolaFZqoMol0A/qgn8wkkulmThMcC/VmqK9y9U7OVJED3v7ysyA8k615ddE+49cuOyalZkIIIYQQnZgEidyVLZMoRMpdWhWaCI21UHPC/rWk3Mz5gmPVsbKTZRNV5KifLRlbKzxRTIY6OqJ5dfkxKTUTQgghhOjEJEjkripywMtPMhnOxdYzxoi+RNUloHlJmYQzhdiCRJ2seXV5DoRJqafwUGEp4BPkmCCRZBIJIYQQQnRqEiRyVxV5qtRMMhlaZ5s+ZURfouoSlUUkf+bO09kziYTwRCYTxKQbHySqLYe6cskkEkIIIYToxCRI5K7MeVJq1ha2TCLbRB172IJEwnlsQaLO1Lza0qhefxIkEp4sJgMK9xi7pu33cJg0fBdCCCGE6KwkSOSuKnJk/HZbBMeqEjFDMolKJUjkbIGR6u+vM2USVeaDbpVyM+HZYjKhqggqi4xbs/SQOnbrYdyaQgghhBDCUBIkcke6fqrcTLTO5AUhccaVmwVJkMipTF4QFK0CM53FycmCkg0hPJiteXWRgdlEJVnqGNHbuDWFEEIIIYShJEjkjqpLwVIn5WZtFZpoXONqySRyvpDYztW42lYyI5l8wpPFZKqjkSVnpQchMAoCwo1bUwghhBBCGEqCRO6owtbXQcpd2iQ0wf4gkdUq5WauEhzbucrNbD9L8voTniw4FgK6Gdu8uuQgRKYat54QQgghhDCcBIncUXnTRaqUu7RNaKIqEdL1jq9RWwa6RYJErhAc07kaV5fnqPHg/pINITyYpqlsIiMziUoOQqSUmgkhhBBCdGYSJHJHksnQPqEJ0FCtAj0dVV2qjhIkcr7gONVA12px9U6Uihz12tM0V+9ECMeyTTizJ8BuU2dWvcUkSCSEEEII0alJkMgdlR8Hkw8Exbh6J+7BFkyzp3l1dYk6BkbYvx/RPsGxKovL9nfgajJZUHQVMRlQV2FMT7fSbHWUcjMhhBBCiE5NgkTuqCJHTTYzyV9fm4Q2BYnK7bjQORkkkkwipwuJVcfO0peoPEdKPUXXYGTzaplsJoQQQgjhFiTK4I7kIrV9bFkf9twNtwWJAiSTyOmCO1GQqLFe7UNKPUVXEJ2ujkY0ry45qI4RvexfSwghhBBCOIwEidxRxXG5SG2P4DjQTPaVm1XmN60Va8yeRNvZ/sw7Q/Nqcx6gn8pOE8KTBUZASLxBmUQH1evGN9D+tYQQQgghhMNIkMjdWK1QkScXqe3h9f/bu/cgO8+7PuDfZ7WSZUvalVbW1ZIsyXaT2EmUGKfEIQ7BQBsuUwillJSWcBs6gXZoy2VoOwxDO52BYQqFoVOaAUraoUC4FDIUWiAxISQhNBDfEtuxdbVWq4u1N1myddu3f7xnLTmRrb2cs+97tJ/PjOfZPec97/sbO4+d89XveZ7BOihaTEg0PVZ3Ea1c3b26mJu1nb232tBJNPu/ISEty8Xm1yUnPrv4+5x+xqbVAAB9QEjUb86eTGYuJsOWm83L0Pa6A2uhpo/ZrLgpq9Ykq9a1JCTqLFkU0rJcbHl9curJeqnlYozvtx8RAEAfEBL1mylfUhdkaPviOonOHKuXXdCMdVvaERJNdYJG84/lYvubk8sXkhOPL/we58aTFyacbAYA0AeERP1mthvGcpf5Gd5RB2xVtbDPT4/pJGrS2i3J8yebrqLuJLppKFk91HQlsDRuu7cej31m4feYPdlMSAQA0HpCon7zUieR5WbzMrQ9uXg2OT89/89eulAv8xMSNWftluTM8aar6Cw7FNCyjKy/vd6P7djfLPweL4VElpsBALSdkKjfTI8mg6vrU2eYu9mAZzZkm4/Zk80sN2tOWzqJpo4KC1leSqm7iUYX0Ul0/LFk8OZkZG/36gIAoCeERP1m6mjdyVBK05X0l9nuj4XsSzQ91rmHcKAxazcnF84kF842W8f0qKWeLD/b701OPbHw+Tf2SLL1DcnAiu7WBQBA1wmJ+s30MV9SF+KlkGgBnURnOsGSkKg567bWY5ObV186n5w9Zakny89t9ybVTDL26Pw/O9P53LZ93a8LAICuExL1m+lRX1IXYt3WJGWBnUSdz1hu1py1m+uxySVnswGjsJDlZvvs5tUL2Jdo/EDdBSgkAgDoC0KifnL5UnJmTCfRQqxYWe9rM3s63HxMH6v3gbp5Q/frYm7WdjqJmty8evJIPa7f1VwN0IR1W+puzIWccDb2cD0KiQAA+oKQqJ88f7xu+Xe60sIMbV9YJ9GZsbqLyD5QzVm7pR6b7CSaOFyPG25vrgZoyvY3J6ML6CQaeyRZsSrZ9Nru1wQAQNcJifrJ7Mlcw5abLcjwbQtfbiaYa9YtG5Oy4spJc02YPFzXYLkny9Ft9ybj+5Ozp+f3ubFHks13J4OrelMXAABdJSTqJ7NLpQQWCzN025WgbT6mjyVD9iNq1MBAvS9RkxtXTxyug8YVg83VAE25/e31ePgv5v6ZqqpDIkvNAAD6hpCon7zUSSQkWpDhHfUGqufG5/6Zqqr3wbFpdfPWbm52udnk4WTD7uaeD0267d5k5Zrk4Mfm/pnJI8mLk8n2N/WuLgAAukpI1E+mR5NV65LVw01X0p9G9tbj+MG5f+bceHL5vBOt2mDt1mY3rp44lKy3HxHL1IqVye33J4fmERKNPVKPOokAAPqGkKifTB3VRbQYI3fU4/iBuX/Gseft0WQn0YWzydlTNq1medv9QHLqybnPw2Ofqffx2nxPb+sCAKBrhET9ZHrUfkSLsWF3kjK/kOjMWD2uExI1bt3W5OzJZOby0j978kg9rt+99M+GttjzQD0e/PO5XX/wo8mO+5KVq3tXEwAAXSUk6idTozqJFmPl6jpkG98/98/MnoZm4+rmrduaVDN1R89Smzhcj/YkYjnbui+5aWhuS85emKg7ifa+s9dVAQDQRUKifnHpfN1F4fjtxdm4d57LzY4lKcnaLT0riTma7eaaXsAJdYs1ORsSWW7GMrZiMLn9y+a2efXBj9Wh7t6v6H1dAAB0jZCoX8x2tOgkWpyReYZEE4fq7qMVK3tWEnM02801Pbb0z544lKy8JVmzaemfDW2y54G6G3Pq6Ktfd+ChZNXaerkZAAB9Q0jUL2yg3B0je5Nzp5MXJud2/aknk02v6W1NzM1sJ9GZJkKiw8n6XUkpS/9saJO7/m49Pv67r37d/oeS3W8XsAMA9BkhUb+Ymg2JLDdblPmccDZzOXnu88mm1/a2JuZmzaZkYLC55Wb2I4Lk1juTHW9JHvn1pKqufc3EoWTioKVmAAB9SEjUL6Y7rf2Wmy3OyN56nEtINHkkufRisllI1AoDA8m6bUu/3KyqOp1E9iOCJMm+9yQnP5eMPXLt9w/8WT3eISQCAOg3QqJ+MTWarF6frFrTdCX9bbYbZC4h0akn61EnUXus25acOba0z3xhIrlwxqbVMOuedycrViWP/Ma133/qj+q5euvfWtq6AABYNCFRv5geTYYtNVu0VbfUG1HPJyTyRac9hrZf2cR9qUwcrEedRFC7ZSR5zdckj/1Wcvniy98bezT5/P9J7v12e3gBAPQhIVG/mBqtww0Wb64nnJ16qv7T8JvX974m5mZoe73c7JX2QumFicP1qJMIrtj3nuTcc8mjH3z56x/9qeSm4eSt39dMXQAALIqQqF9MH7UfUbeM7ElO77/+dU42a59125KLZ5Pz00v3zNlOIhtXwxV3fnWy80uTP/qRK/8+HXs0efIPkre+T7gOANCnhET94MK5el8UnUTdMXJH/SfgL0698jUzM8kpJ5u1ztD2elzKJWfjB+uT1W5at3TPhLZbMZj8/V+uTxz8re+o9yf6/e/vdBG9r+nqAABYICFRP5j9QmxPou7YeGc9Pvf0K18zfbTuWBEStUsTIdHEoSun4gFXrN+ZvPsXk+OPJv/rnybPn0i+9qd1EQEA9LHBpgtgDqaP1qNOou7Y9sZ6HHsk2XHfta856WSzVlq3rR7PjC3dM8cPJrvfvnTPg37ymq9J/snvJauHkm1vTgb82RMAQD8TEvWDqdF6tCdRdwzvTFavr0OiVzJ7spk9idplNiSaXqKQ6NL5+mTBkT1L8zzoR3d8RdMVAADQJf7Irx9Md0IinUTdUUqybd91QqKnkjWb66OeaY+Vq5NbNl6ZE702cThJlWwQEgEAADc+IVE/mDpab5w7eFPTldw4tu1LTn4uuXzx2u+PfjrZ+vqlrYm5Wbd96ZabjR+oR51EAADAMiAk6gfTo7qIum3bvuTyhSvLyq42fax+fe87l7oq5mJo29JtXD1xsB51EgEAAMuAkKgfTI062azbtr2pHq+15OzAn9XjHQ8uWTnMw9D2pQuJxg8mq9Yma25dmucBAAA0SEjUD3QSdd/I3vrL/7VCov0fqZf3bb5n6evi+tZtT849V28q3WsTB+suolJ6/ywAAICGCYna7sXp5Py0k826bWAg2frGLw6JZmbqTqK973SUc1sNdU44W4p9icYPJiO7e/8cAACAFvAtuO2cbNY72/Ylxx9LZi5fee3kZ5Ozpyw1a7PZudDrJWczl5PJw/YjAgAAlg0hUdtNdUIiexJ137Z9ycVzyelnrry2/6F63PvOJipiLoZ31uPks719zvSxenNzJ5sBAADLhJCo7aaP1qNOou7b8ZZ6/Kv312NVJU//cbLptfXmyLTTbGA61eOQyMlmAADAMjPYdAFcx9RoUgaSdduaruTGc+udyf3/LPnkL9SdQ6N/nRz6WPLgjzVdGa9m1S3JLRt7HxKNd0Kikb29fQ4AAEBLCInabno0Wbs1WeEfVU985Y8nhz+e/NZ3JjMXky/5zuTt/6rpqrie4Z3J1NHePmP8QDKwUhcfAACwbFhu1nZTR51s1kuDq5Jv/pXk5vXJfd+dfN3PONWsHwzvWIKQaH+9H5GAFgAAWCZ8+2m76dFky+ubruLGNrI3+cGnkoEVTVfCXA3vrDcZr6qklN484/SBZOSO3twbAACghbRMtFlV1XsSOdms9wRE/WX9zuTi2eSFid7cf2am7iTaKCQCAACWDyFRm70wkVx6wZ4o8IV6fcLZmWPJpReFRAAAwLIiJGqz2T1X7EkELze8sx57tS/R6f31aLkZAACwjAiJ2mx6tB51EsHL9TwkeqYedRIBAADLiJCozWa/AAuJ4OXW3JoMrk4mj/Tm/uMHksGbk3Xbe3N/AACAFhIStdn0aDKwMlm7uelKoF1Kqfcl6uVys5G9yYB/RQIAAMuHb0BtNvlsvR+Rk7fgiw3v6N3G1aefSTbu7c29AQAAWkpI1GaTR67svQK83PDO3nQSXb6UTBxKNt7Z/XsDAAC0mJCozaaeTdbvaroKaKfhncnzJ5JL57t736lnk5mLTjYDAACWHSFRW126kJw5LiSCV7K+Ryecnd5fj042AwAAlhkhUVtNH01SWW4Gr2R4Rz12OyQanw2JLDcDAACWFyFRW80e7b1eSATXNNtlN3m4u/c9vT9ZtS5Zs6m79wUAAGg5IVFbTXZObdJJBNc2tCMZGEzGD3b3vqeeTG69Kymlu/cFAABoOSFRW009m5SBZOi2piuBdloxWIeoEz0IiTa/rrv3BAAA6ANCoraafDZZty0ZXNV0JdBeI3u620l0brw+MW3Ta7t3TwAAgD4hJGqrySOWmsH1bNjT3U6iU0/Wo04iAABgGRIStdXUEZtWw/WM7ElenKo7gLrh5BP1qJMIAABYhoREbTRzOZk+duX0JuDaNuypx251E516sj7ZbHhHd+4HAADQR4REbXRmLJm5ZLkZXM9IJyTq1r5EJ59INr3GyWYAAMCyJCRqo8kj9Wi5Gby6DbvrsZudRJstNQMAAJYnIVEbTT5bj8OWm8GrWrUmWbslmTi0+HudPZ2cPZVssmk1AACwPAmJ2mhKJxHM2YY9yfihxd/nVGfTap1EAADAMiUkaqPJZ5M1m5KVNzddCbTfht3dWW720slmOokAAIDlSUjURpOHnWwGczWypz4N8OKLi7vPqSeTm4aSoe3dqQsAAKDPCInaaOLQlQ15gVe3YU+Sqg5XF+PkE8mm1zrZDAAAWLaERG1z+VIydTRZf3vTlUB/GNlTj+OLWHI2M5McfyzZ+obu1AQAANCHhERtMz2azFzSSQRztaETEi1mX6KJg8n56WTbvu7UBAAA0IeERG0zu2Rmg04imJM1tyar19d7Ci3U2CP1KCQCAACWMSFR20wcqkedRDA3pSRb7klOfG7h9xh7OBlYmWy+u3t1AQAA9BkhUdtMHE7KimRoR9OVQP/YfHe98XRVLezzY48kW+5OBld1ty4AAIA+IiRqm4lDyfCOZMVg05VA/9hyd3LhTDJ5ZP6frao6JNr2pu7XBQAA0EeERG0zcchSM5ivzffU48kFLDmbPJK8MGE/IgAAYNkTErXN5GGbVsN8bX5dPZ54fP6fnd20ertOIgAAYHkTErXJ+eeTs6d0EsF8rR5K1u9a2ObVY4/U+4DNdiMBAAAsU0KiNpndT2W9TiKYt833LGy52djDdSfSytXdrwkAAKCPCInaZOJQPW7Y02gZ0Je23J0893Ry6fzcP1NVybGH7UcEAAAQIVG7TB6uR3sSwfxtvjupLifPfX7unzn5RHLuuWTX/b2rCwAAoE8Iidpk4lCyam1yy8amK4H+s6Wzp9B89iU6+NF63Pvl3a8HAACgzwiJ2mTiUL0fUSlNVwL9Z+OdycDK+Z1wdvDP6+Wd63f1ri4AAIA+ISRqk4lDTjaDhVqxMtn6+mT0r+d2/eVLyaG/0EUEAADQISRqi5mZZPxgMmLTaliw3Q8kz/5VcuHc9a8dezg5P53sERIBAAAkQqL2OHMsuXw+2XhH05VA/9rz5cnMxeTZv7z+tQf+rPOZd/S0JAAAgH4hJGqL0/vrcWRvs3VAP7v9/mRgsN5r6HoOfjTZ8oZkza29rwsAAKAPCInaYvxAPQqJYOFWrUl2vOX6IdGFc8mRT9mPCAAA4CpCorYYP5CsuCkZ2tF0JdDf9rwjOfaZ5MWpV77m839UL++86+8sXV0AAAAtJyRqi/ED9clmA/6RwKLseUdSzSSHP/HK1zz6wWTd9mT325euLgAAgJaTSLTF+AFLzaAbdrwlGVydHPjotd8/+1zyzJ8mb/wHycCKpa0NAACgxYREbTAzk4wfdLIZdMPgTcntb0ue+t/J5Utf/P7jv5vMXEre+A+XvjYAAIAWExK1wfPHk0svJCN7mq4Ebgz3fVcyeSR54kNf/N6jv1mfarblnqWvCwAAoMUWFRKVUkZKKX9SSnm6M254lWuHSilHSym/sJhn3pCcbAbd9ZqvTUbuSD7+c0lVXXn9+GPJ6KeTN35Lc7UBAAC01GI7iX40yYerqroryYc7v7+Sf5/kOudSL1On99ejkAi6Y2BF8rZ/now9nBz6WP3ahbPJ73xPsmZT8qZ/1Gx9AAAALbTYkOgbknyg8/MHknzjtS4qpXxJki1J/niRz7sxjR9IBlYmwzubrgRuHPveUwdCf/oTyeFPJn/4w8mpp5Jven+y5tamqwMAAGidxYZEW6qqGuv8fDx1EPQypZSBJP8xyQ8t8lk3rvEDyYbdTlqCblq5Onnwx+puov/2ruThX0ve8cPJHQ82XRkAAEArDV7vglLKnybZeo23/u3Vv1RVVZVSqmtc931J/rCqqqOllOs963uTfG+S7Nq163ql3TjGD1pqBr3wJe9N7vnGZP9HkqmjyZe+r+mKAAAAWuu6IVFVVV/1Su+VUk6UUrZVVTVWStmW5OQ1Lrs/yQOllO9LsjbJqlLK81VVfdH+RVVVvT/J+5Pkvvvuu1bgdOOZmUnG9yd7Hmi6ErgxrR5O7nl301UAAAC03nVDouv4UJL3JvnJzvj7X3hBVVXfNvtzKeU7ktx3rYBo2Zo4mFw8l2x+XdOVAAAAAMvYYvck+skkX11KeTrJV3V+TynlvlLKLy22uGXhxOP1uOX1zdYBAAAALGuL6iSqqup0kq+8xuufTvI913j9V5P86mKeecM5/nhSBnQSAQAAAI1abCcRi3Xis8nGO5OVNzddCQAAALCMCYmaduIxS80AAACAxgmJmvTiVDJ5JNkqJAIAAACaJSRq0onP1aNOIgAAAKBhQqImOdkMAAAAaAkhUZOOP5bcvCEZ2t50JQAAAMAyJyRq0onP1l1EpTRdCQAAALDMCYmaMnM5Ofk5S80AAACAVhASNeW5p5OL55Ktb2i6EgAAAAAhUWOOfKIed7212ToAAAAAIiRqzuFPJGu3JCN7m64EAAAAQEjUiKqqQ6Lb32bTagAAAKAVhERNmDySTI8mu97WdCUAAAAASYREzTjyyXq8XUgEAAAAtIOQqAmHP56sHk423910JQAAAABJhETNOPzJZNf9yYC//QAAAEA7SCmW2vMnk9NP1yERAAAAQEsIiZbak39Qj3ve0WwdAAAAAFcREi2lqko+9V+TbfuS7W9uuhoAAACAlwiJltKBh5JTTyZf+r6klKarAQAAAHiJkGgp/eUvJms2J6//pqYrAQAAAHgZIdFSqKrk8CeSp/9vct93JYM3NV0RAAAAwMsMNl3ADe/h/5l8/OeTU08kN2+oQyIAAACAlhES9dqZsWT1UPJ1P5Pc8+7klpGmKwIAAAD4IkKiXvuyf5k88INNVwEAAADwquxJ1GsD/hYDAAAA7SfBAAAAAEBIBAAAAICQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAACIkAgAAACACIkAAAAAiJAIAAAAgAiJAAAAAIiQCAAAAIAIiQAAAABIUqqqarqGayqlnEpyuOk6uuTWJM81XQTcoMwv6A1zC3rD3ILeMb9gbm6vqmrTtd5obUh0IymlfLqqqvuargNuROYX9Ia5Bb1hbkHvmF+weJabAQAAACAkAgAAAEBItFTe33QBcAMzvyg3lOUAAAP7SURBVKA3zC3oDXMLesf8gkWyJxEAAAAAOokAAAAAEBL1XCnlXaWUp0opz5RSfrTpeqCflFJ+pZRyspTy+FWvjZRS/qSU8nRn3NB5vZRSfr4z1x4tpdzbXOXQbqWUnaWUh0opnyulfLaU8gOd180vWKRSyupSyl+VUh7pzK+f6Ly+p5Tyqc48+s1SyqrO6zd1fn+m8/7uJuuHtiulrCilfKaU8ged380t6CIhUQ+VUlYk+c9JvibJ3UneU0q5u9mqoK/8apJ3fcFrP5rkw1VV3ZXkw53fk3qe3dX563uT/JclqhH60aUkP1hV1d1J3prk+zv/fTK/YPHOJ3mwqqp9Sd6U5F2llLcm+akkP1tV1Z1JJpJ8d+f6704y0Xn9ZzvXAa/sB5I8cdXv5hZ0kZCot/52kmeqqjpQVdWFJL+R5Bsargn6RlVVf55k/Ate/oYkH+j8/IEk33jV6/+9qv1lkvWllG1LUyn0l6qqxqqq+pvOz2dS/5/t22J+waJ15snznV9Xdv6qkjyY5Lc7r3/h/Jqdd7+d5CtLKWWJyoW+UkrZkeTrkvxS5/cScwu6SkjUW7clefaq3492XgMWbktVVWOdn48n2dL52XyDBei03785yadifkFXdJbDPJzkZJI/SbI/yWRVVZc6l1w9h16aX533p5JsXNqKoW/8pyQ/kmSm8/vGmFvQVUIioG9V9fGMjmiEBSqlrE3yO0n+RVVV01e/Z37BwlVVdbmqqjcl2ZG6s/y1DZcEfa+U8vVJTlZV9ddN1wI3MiFRb40m2XnV7zs6rwELd2J2mUtnPNl53XyDeSilrEwdEP1aVVW/23nZ/IIuqqpqMslDSe5PvUxzsPPW1XPopfnVeX84yeklLhX6wZcl+XullEOpt/F4MMnPxdyCrhIS9db/S3JXZ8f9VUm+NcmHGq4J+t2Hkry38/N7k/z+Va9/e+cUprcmmbpq2Qxwlc6eDL+c5Imqqn7mqrfML1ikUsqmUsr6zs83J/nq1Pt+PZTkmzuXfeH8mp1335zkI51OPuAqVVX966qqdlRVtTv196qPVFX1bTG3oKuKedJbpZSvTb12dkWSX6mq6j80XBL0jVLKryd5Z5Jbk5xI8uNJfi/JB5PsSnI4ybdUVTXe+dL7C6lPQzuX5Durqvp0E3VD25VS3p7kY0key5V9Hf5N6n2JzC9YhFLKG1Nvlrsi9R/IfrCqqn9XStmbuvthJMlnkvzjqqrOl1JWJ/kfqfcGG0/yrVVVHWimeugPpZR3Jvmhqqq+3tyC7hISAQAAAGC5GQAAAABCIgAAAAAiJAIAAAAgQiIAAAAAIiQCAAAAIEIiAAAAACIkAgAAACBCIgAAAACS/H8F2gNeVA1bpwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 10))\n",
    "plt.plot(range(N - Nf), d_n[Nf:])\n",
    "plt.plot(range(N - Nf), e_n)\n",
    "plt.legend(['Исходный сигнал', 'Очищенный сигнал'])"
   ]
  }
 ],
 "metadata": {
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